Honestly, depends who the artist is and how you're using the work. Prime example is the Neo-Nazi Stonetoss, all the parodies and reworkings of his memes have the name removed or parodied to mock him.
If you're just taking a random persons artwork, then its probably best to leave the signature and credit them.