Hurt was married to actress Mary Beth Hurt (née Supinger) from 1971 to 1982, and to Heidi Henderson from 1989 to 1993. Hurt had four children: one with Sandra Jennings; two with Henderson; and one with French actress, film director, and screenwriter Sandrine Bonnaire.