Literally, hit the books means to physically hit, punch or slap your reading books. However, this is a common English idiom among students, especially American college students who have a lot of studying to do. It simply means “to study,” and is a way of telling your friends that you’re going to study. It could be for a final exam, a mid-term test or even an English exam.