The Social Skills Picture Book by Jed Baker
Most of the other books on this list use creative illustrations to teach their subject. This one uses pictures of real children engaged in real social situations to help teach children with autism about emotions as well as how to communicate and play with other children. This can be especially helpful for visual learners.
Photo credit: fhautism.com