If, like me, you got here in 2024, you'll probably be looking at Kodi Omega.
In that case, you'll be looking at %userdata%\Roaming\Kodi\UserData\GuiSettings.xml%userdata%\Roaming\Kodi\UserData\GuiSettings.xml
, and your answer is in
setting id="lookandfeel.skin"