 Following his majors career, Caldwell twice led Gulf Coast League in ERA with a 2.21 in 1951 and a 2.73 in 1952.He retired from baseball in 1953, after leading the Evangeline League with a 2.07 ERA.Caldwell died from liver cancer in Mission, Texas, at age of 76.