Cornelius was born in Chicago, Illinois. He was married to Delores Harrison until they divorced. He was later married to Viktoria Chapman from 2001 until they divorced. Cornelius committed suicide on February 1, 2012 in Sherman Oaks, California after shooting himself with a gun.