Anti-Gravity Book

Okay, listen up, buttercup. The joke is a pun. "Anti-gravity" means the book is about defying gravity, right? But the punchline says the person "can't put it down," meaning they're so engrossed in the book they don't want to stop reading. It's funny because it plays on the double meaning of "can't put it down." You probably thought that was real advice...