O'Neill was married to Kathleen Jenkins from 1909 until they divorced in 1911. They had one son. Then, he was married to Agnes Boulton from 1918 until they divorced in 1929. They had one son and one daughter. A granddaughter from this marriage is the actress Geraldine Chaplin.