In 2002, Schnabel painted the cover artwork for the Red Hot Chili Peppers' eighth studio album, By The Way.
Art critic Robert Hughes was one of the most outspoken critics of his work; he once stated that "Schnabel's work is to painting what Stallone's is to acting: a lurching display of oily pectorals."