When his first wife, Ann Harding, divorced him, she accused him in court of giving her an ulcer.
He had one daughter with his first wife, Grace Kaye. He had three children with his second wife, Werner Janssen Jr., Alice Krelle, and Jennifer Janssen. He had four grandchildren and eight great-grandchildren.
Composer Janssen's birth name was Hans-Werner Janssen.