Billy Halop played Tommy at age 15 in Dead End in 1935. Frankie Thomas also played Bobby Phillips at age 12 in Wednesday's Child in 1934. The actors I've named all had significant film careers in addition to their stage work.
Mitzi Green was only 16 when she created the role of Billie Smith in Babes in Arms (1937).