Son of Maude Evelyn (Schwab), a model, and Frank Eugene Blumenthal, a businessperson. Gene's father was of half Polish Jewish and half British Isles descent, while Gene's maternal grandparents, Edward Schwab and Anna Cohen, were Jewish emigrants from Alsace-Lorraine.