LeRoy Jerome Prinz was born in St. Joseph, Missouri.
In newspaper profiles, he claimed that after running away from boarding school at the age of 15, he "hopped a freight" and came to New York City, where, in 1911, he began a song and dance act, "Prinz and Buck," with a young black man he met along the way.