Her mother, Belle (Fately), was a Romanian Jewish immigrant, and her father, Milton A. MacKay, was born in Alsace-Lorraine, to Romanian Jewish parents. Her father died in 1931. Her mother subsequently remarried, and Rita took the surname of her stepfather, Benjamin J. Gam, who was a Russian Jewish immigrant.