 Blesse was born on August 22, 1921, in Colón, Panama Canal Zone.His father, Frederick A. Blesse, was a brigadier general in the U.S. Army Medical Corps during World War II.He graduated from American High School at Manila in the Philippines in 1939, and he entered the U.S. Military Academy at West Point in 1942.