I'm going to vote for Writing Picture Books by Ann Whitford Paul too!
Two that are for illustrators, but have great info about story (helpful to writers too - if you want to think of the visual side of the story, and how that affects and intertwines with the words):
Writing with Pictures: How to Write and Illustrate Children's Books by Uri Shulevitz
Picture This: How Pictures Work by Molly Bang