Musa Qassab was born in Yazd, Iran, to Persian Jewish parents- Shmuel and Gohar Qassab. His family moved to Tehran when he was a baby, and they emigrated to Israel in 1951. They lived in a tent camp for recent immigrants for several years before the area was developed into the city of Kiryat Malakhi.