The Adventures of Beekle: The Unimaginary Friend by Dan Santat

This book won the Caldecott Award for 2015

"He" is waiting for a friend to imagine him so he can leave his birth island (where all imaginary friends are created).  But no one imagines him so he leaves the island to search for his friend.
Cute!