Campanella was one of the youngest-ever skippers in the Navy during WWII. An alumnus of Manhattan College (the Bronx, NY), after the war, using the GI Bill, he attended Columbia University, then began his acting career on the New York stage and in TV soap operas. His namesake son, Joe, also attended Columbia University, playing college basketball.