Born in Baakline to a Druze family, he was according to some accounts raised by Sheikh Ibrahim Abou Sakr, a prominent Maronite from the Khazen family, in the Lebanese village of Ballouneh.
Joseph Dergham El Khazen was a member of the Khazen family and he was born in the village of Ghosta, in the Keserwan District, Lebanon.