I would look into Freebase. Just doing a few quick searches there, it seems like they have images for artists, though it will vary a bit based on what was uploaded (could be an image of them at a concert, for instance).
That being said, if Freebase works for you they have very lenient API Requests, and offer a lot of control over what is being requested if you familiarize yourself with the queries.