Busch was born in Miami Beach, Florida to Jewish parents William Goldworn and Enid Gottlieb Goldworn. They divorced when he was 1 year old. His mother remarried Dr. Donald Busch who adopted Douglas and they moved to Rockford, Illinois where he finished Bloom grade school, Lincoln junior high, and Guilford high school.