Richard Riehle was born in Menomonee Falls, Wisconsin, to Mary Margaret (Walsh), a nurse, and Herbert John Riehle, an assistant postmaster. He is of German and Irish descent. Richard attended the University of Notre Dame, where he became heavily involved with the University Theatre. Appearing in such productions as "Luther", "Antigone", "...