I think some people would be inclined to say that physics can tell you something about the actual nature of reality, rather than being a bunch of maths that corresponds to a greater or lesser degree to observed experience.

There's a difference between saying that for example "quarks exist", and "we don't know what the hell is going on inside a proton, but these quark things we made up seem to match the observations".