Duvall was married to Barbara Benjamin from 1964 until they divorced in 1975. Then, he was married to Gail Youngs from 1982 through 1985. Then he was married to Sharon Brophy from 1991 through 1996. He has been married to Argentine actress Luciana Pedraza since 2005.