They fall in the fall (6)
I believe the answer is:
leaves
(Other definitions for leaves that I've seen before include "Departs with book pages?" , "Departs with what fall in the Fall" , "''All the ... are brown'' (California Dreamin')" , "Doesn't eat" , "They are found on trees and in books" .)