 Cuccurullo began his career in 1939 with the Class D Greeneville Burley Cubs of the Appalachian League, and went 14-8 with them.After spending 1940 in the Class D farm system, he spent the next three seasons in the Pittsburgh Pirates' farm system.In 1943, he won 20 games for the Albany Senators.