Dragna was born Gaetano Dragna in Corleone, Sicily in 1889. He was the middle child of Francesco Paolo Dragna and Anna Dragna. He had an older sister, Giuseppa, and a younger brother Iganazio. At the age of eight, they moved to New York City on November 18, 1898.