The Goblins of Labyrinth is an awesome art book by Brian Froud. If you like the film, I highly recommend this.
The illustrations are gorgeous, and you get a little story for every goblin.
Yup, the stories are pretty much hilarious.
I got mine from the Science Fiction Bokhandeln in Stockholm, but you can get one from Amazon, too.