1 Someone who has no art training. 2 Believes in the raw expression of the human soul through drawing random things on a piece of paper.
3 A person who listens to Radiohead and Sonic Youth mostly.
Anyone who displays an intense interest in art of any kind, including music, design, etc. Used as a descriptive label especially when the speaker is frustrated. Not usually used in a derogatory way.