Physics is the study of the physical world, how stuff moves, what forces do, how gravity affects things, what makes stuff heavy. All of that stuff is physics. Obviously if you are going to be a physicist you will need to know this stuff, but you would be surprised how much understanding physics and math will help you in any coding that you do — especially game programming.