Fall Is for Friends by Suzy Spafford

Suzy Ducken and her friend, Emily Marmot, love autumn because they like to jump into piles of dry leaves. But the leaves aren't falling from the trees, so the two girls try everything they can think of to encourage the leaves to fall.