Fall Leaves Colorful and Crunchy by Martha E. H. Rusted and Amanda Enright

This is actually a nonfiction picture book.  The story can be read in a fall themed story time and the scientific notes to the side can either be discussed before or after story time or left out all together if the kids lose attention.