Even bog standard classical mechanics can be very complicated and unintuitive, once you go to things like Hamiltonian dynamics and many-body problems. Then you have statistical Physics and, as you said, relativity and quantum mechanics. I’ve recently spent some time learning about some quantum gravity theories; these things are hard.