If you're looking for a philosophy of science approach, Weinberg's The Quantum Theory of Fields is a classic textbook that examines why QTF is the way it is. It builds up the theory from fundamental ideas. It also has a chapter on the history of the field. It is pretty mathematically advanced though, so it might not be the best introduction.