It's I Took the Moon for a Walk by Carolyn Curtis, illustrated by Alison Jay. It's a nice, calming story told in rhyme, but it's not cloying or precious at all. And the illustrations are great; make sure you look at all the background pictures, there are fun little details you'll miss if you don't look.
