 Peters was married to actress Mae King in 1914 with whom he had three children, Gregg, Patricia and Robert Jr. (1916–2008).Peters died of pneumonia at the Motion Picture Country House and Hospital in Woodland Hills, California.He was cremated and his ashes scattered buried an unmarked in Forest Lawn Memorial Park, Glendale.