Yes, one can self-study physics. The physics reading list is very long and interesting. Also, as physics is one of the toughest subjects so to study on your own always follow these steps such as:- Opt for the best physics books and start with the best theoretical physics books. Keep your basics clear if there is any confusion then look into youtube, there are many best teachers offering free classes, study hard, and you are done.