Robert Sidney was born on October 9, 1909 in New York, New York. Sidney made his acting debut on the set of The Good Earth at the age of 15. He later attened New York University (NYU), and while attending took on summer stock theater roles. Sidney made his Broadway debut in On Your Toes in 1936. He later choreographed musical shows while in the United States Army.