Balsam was married to Pearl Somner from 1952 until they divorced in 1854. Then he was married to Joyce Van Patten from 1957 until they divorced in 1962. Then he was married to Irene Miller from 1963 until they divorced in 1987. His elder daughter Talia Balsam, is by Van Patten. His son and younger daughter are by Miller. 