Richman was born on April 16, 1927 in Philadelphia, Pennsylvania to Yetta Dora Peck and to Benjamin Richman. Richman studied at the Actors Studio. He married to Helen Richman in 1953. They had five children. Richman died of natural causes on January 14, 2021 at his Los Angeles home, aged 93.