Levin was born in Kristiania, now Oslo, and grew up in the immigrant neighborhood in Grünerløkka, the child of David and Marie Levin, Jewish refugees from Lithuania who had immigrated in 1905.
Levin did his part to support the family by performing at restaurants, bars, and movie theaters during the silent film era.