Book person means ‘a person who likes to read books very much’.
In English we use similar expressions to say that a person likes something very much.
He’s a book person, so I think you should get him a book for his Birthday.
He’s a chocolate person. He has a chocolate in every pocket of his jeans.
I always knew Jane was a summer person. She never goes out in winter.
