Chase was born Jeffrey L. Sniffen in Paterson, New Jersey. He attended West Virginia University and, as Jeff Sniffen, played offensive tackle on the football team from 1986 to 1991. He played one season of professional football for the Albany Firebirds of the Arena Football League.