We write
$${p^k \choose pn}= \frac{p^k(p^k-1)\cdot\cdot (p^k-pn+1)}{(pn)!}={p^{k-1} \choose n}(1+Q_n).$$
and since, by Kummer theorem, the $p$-adic order $v$ of ${p^{k-1} \choose n}$ is $v\Big({p^{k-1} \choose n}\Big)=k-1 -v(n)$, we need to show that $v(Q_n) \ge k+2 + v(n)$.
When $n=1$ this is true, as $v(1)=0$ and
$$ 1+Q_1 = \frac{(p^{k}-1)\cdot\cdot(p^{k}-p+1)}{(p-1)!}
$$ then, expanding and keeping the lowest powers of $p$ only, with $H_{p-1}$ the $(p-1)^{\text{th}}$ Harmonic number, we have
$$ 1+Q_1 = (-1)^{p-1} -(-1)^{p-1}p^k H_{p-1}+ \cdot\cdot
$$
If $p\gt3$, by Wolstenholme's theorem $H_{p-1} \equiv 0 \bmod p^2$ and then $Q_1\equiv 0 \bmod p^{k+2}$ and then ${p^k \choose p}-{p^{k-1} \choose 1} \equiv 0 \bmod p^{2k+1}$.
Now, if $n\gt 1$,
$$ 1+Q_n = \frac{\frac{p^k}{p^{k-1}}\frac{p^k-1}{p^{k-1}-1}\cdot\cdot \frac{p^k-n+1}{p^{k-1}-n+1}(p^{k}-n)\cdot\cdot(p^{k}-pn+1)}{{pn\choose n}((p-1)n)!}
$$
$$ 1+Q_n = \frac{\frac{p^k-1}{p^{k-1}-1}\cdot\cdot \frac{p^k-n+1}{p^{k-1}-n+1}(p^{k}-n)\cdot\cdot(p^{k}-pn+1)}{{pn-1\choose n-1}((p-1)n)!}
$$
$$ 1+Q_n = \frac{p^k-1}{p^{k-1}-1}\cdot\cdot \frac{p^k-n+1}{p^{k-1}-n+1}\frac{(p^{k}-n)\cdot\cdot(p^{k}-pn+1)}{(pn-1)(pn-2)\cdot\cdot (pn-(p-1)n-1)}
$$
$$ 1+Q_n = \prod_{j=1}^{n-1}\frac{1-\frac{p^k}{j}}{1-\frac{p^{k-1}}{j}}\prod_{j=n}^{pn-1}\Big(\frac{p^k}{j}-1\Big)$$
but since $p\gt3$ is odd, we have
$$ 1+Q_n = \prod_{j=1}^{n-1}\frac{1}{1-\frac{p^{k-1}}{j}}\prod_{j=1}^{pn-1}\Big(1-\frac{p^k}{j}\Big)$$
$$ 1+Q_n= (1+Q_{n-1})\frac{1}{1-\frac{p^{k-1}}{n-1}}\prod_{j=0}^{p-1}\Big(1-\frac{p^k}{p(n-1)+j}\Big) $$
$$ 1+Q_n= (1+Q_{n-1})\prod_{j=1}^{p-1}\Big(1-\frac{p^k}{p(n-1)+j}\Big)$$
$$ 1+Q_n= \prod_{h=1}^{n}\prod_{j=1}^{p-1}\Big(1-\frac{p^k}{ph-j}\Big)= \prod_{j=1}^{p-1}\prod_{h=1}^{n}\Big(1-\frac{p^k}{ph-j}\Big).$$
Then introducing the elementary symetric polynomials $e_h$, we have:
$$1+Q_n=\prod_{j=1}^{p-1}\sum_{h=1}^{n}\Big(1+ (-1)^h e_h(\frac{p^k}{p-j},\cdot\cdot ,\frac{p^k}{pn-j})\Big)$$
$$1+Q_n=\prod_{j=1}^{p-1}\sum_{h=1}^{n}\Big(1+ (-1)^h p^{kh} e_h(\frac{1}{p-j},\cdot\cdot ,\frac{1}{pn-j})\Big).$$
We seek to show that $v(Q_n) \ge k+2 +v(n)$. Since $v(n) \le k-1$, $k+2+v(n)\le 2k+1$ and since $p$ does not divide $j$ the $e_h$ are $p$-integral, we may limit the expansion of $1+Q_n$ to $h=2$.
Then,
$$1+Q_n=\prod_{j=1}^{p-1}\Big(1- p^{k} e_1(\frac{1}{p-j},\cdot\cdot ,\frac{1}{pn-j})+ p^{2k} e_2(\frac{1}{p-j},\cdot\cdot ,\frac{1}{pn-j})\Big) + \text{ terms of order } p^{3k} .$$
$$1+Q_n=\prod_{j=1}^{p-1}\Big(1+ p^{k} \sum_{h=1}^n\frac{1}{j-ph}+ p^{2k} \sum_{1\le h_1\le h_2\le n}\frac{1}{j-ph_1}\frac{1}{j-ph_2}\Big) + \text{ terms of order } p^{3k} .$$
$$1+Q_n=\prod_{j=1}^{p-1}\Big(1+ p^{k} \sum_{g \ge 0}\frac{p^g}{j^{g+1}}\sum_{h=1}^nh^g+ p^{2k} \sum_{1\le h_1\le h_2\le n}\sum_{g \ge 0}\frac{p^g}{j^{g+1}}h_1^g\sum_{g \ge 0}\frac{p^g}{j^{g+1}}h_2^g\Big) + \text{ terms of order } p^{3k} .$$
Now we may discard the terms corresponding to $g \ge 1$ in the sums multiplied by $p^{2k}$, and then
$$1+Q_n=\prod_{j=1}^{p-1}\Big(1+ p^{k} \sum_{g \ge 0}\frac{p^g}{j^{g+1}}\sum_{h=1}^nh^g+ p^{2k}\frac{1}{j^2} {n\choose 2}\Big) + \text{ terms of order higher than } p^{2k} .$$
Then again introducing the first $e_j$, $j\le2$
$$ Q_n=p^k\sum_{j=1}^{p-1} \sum_{h=1}^{n}\sum_{g\ge 0}\frac{p^gh^g}{j^{g+1}}+p^{2k}{n\choose 2}\sum_{j=1}^{p-1}\frac{1}{j^2}+ p^{2k}\sum_{1\le j_1 \lt j_2 \le p-1}\sum_{g\ge 0}\frac{p^g\sum_{h=1}^{n}h^g}{j_1^{g+1}}\sum_{g\ge 0}\frac{p^g\sum_{h=1}^{n}h^g}{j_2^{g+1}} + \text{ terms of order higher than } p^{2k} . $$
$$ Q_n=p^k\sum_{j=1}^{p-1} \sum_{h=1}^{n}\sum_{g\ge 0}\frac{p^gh^g}{j^{g+1}}+p^{2k}{n\choose 2}\sum_{j=1}^{p-1}\frac{1}{j^2}+ p^{2k}n^2\sum_{1\le j_1 \lt j_2 \le p-1}\frac{1}{j_1j_2} + \text{ terms of order higher than } p^{2k} . $$
$$ Q_n=p^k\sum_{j=1}^{p-1} \sum_{h=1}^{n}\sum_{g\ge 0}\frac{p^gh^g}{j^{g+1}}+p^{2k}{n\choose 2}\sum_{j=1}^{p-1}\frac{1}{j^2}+ p^{2k}n^2\frac{\Big(\sum_{j=1}^{p-1}\frac{1}{j}\Big)^2-\sum_{j=1}^{p-1}\frac{1}{j^2}}{2} + \text{ terms of order higher than } p^{2k} . $$
$$ Q_n= \sum_{g\ge 0}p^{g+k} H_{p-1}^{(g+1)} \sum_{h=1}^{n}h^g +p^{2k}{n\choose 2}H_{p-1}^{(2)}+ p^{2k}n^2\frac{H_{p-1}^2-H_{p-1}^{(2)}}{2}+ \text{ terms of order higher than } p^{2k} . $$
where $H_{p-1}^{(g+1)}=\sum_{j=1}^{p-1}\frac{1}{j^{g+1}}$ is the generalized Harmonic number.
But $H_{p-1} \equiv 0 \bmod p$ and also,by Wolstenholmes theorem, when $p\gt 3$, we have $ H_{p-1}^{(2)} \equiv 0 \bmod p $ and then
$$ Q_n= \sum_{g\ge 0}p^{g+k} H_{p-1}^{(g+1)} \sum_{h=1}^{n}h^g + \text{ terms of order higher than } p^{2k} . $$
On the other hand, we know that $\sum_{h=1}^{n}h^g \equiv 0 \bmod {n+1\choose 2}$ when $g$ is odd (see this post) and that $\sum_{h=1}^{n}h^g \equiv 0 \bmod \frac{n}{\mathbb{rad}n}$ when $g$ positive is even (see the appendix in this post).
Then $v\Big( \sum_{h=1}^{n}h^g\Big) \ge v(n)$ or $v(n)-1$ when $g\gt0$ is odd or even, respectively. Also it is easily seen that $H_{p-1}^{(g)} \equiv 0 \bmod p$ when $g$ is odd. Then $v\Big( H_{p-1}^{(g+1)} \sum_{h=1}^{n}h^g\Big) \ge v(n)$ for all $g \ge 0$.
$$ Q_n= p^{k} H_{p-1}n + p^{k+1}H_{p-1}^{(2)}\frac{n(n+1)}{2} +\sum_{g\ge 2}p^{g+k} H_{p-1}^{(g+1)} \Big( \sum_{h=1}^{n}h^g \Big)+ \text{ terms of order higher than } p^{2k} . $$
and then, again with Wolstenholme's theorem when $p \gt3$, $H_{p-1} \equiv 0 \bmod p^2 $ and $H_{p-1}^{(2)} \equiv 0 \bmod p $, we have
$$ v(Q_n) \ge k+2 +v(n)$$
and then, when $p \gt 3$ $$ {p^k \choose n\cdot p} - {p^{k-1} \choose n} \equiv 0 \bmod p^{2k+1}. $$
With expansions at higher orders in the above derivations, one should be able to obtain the stronger $$ v(Q_n) \ge k+2 +2v(n)$$ and $$ {p^k \choose n\cdot p} - {p^{k-1} \choose n} \equiv 0 \bmod p^{2k+1+v(n)} $$ as stated in @Merosity answer.