A native of Hill, New Mexico, Pierce grew up in Fort Stockton, Texas, graduating from high school there in 1932.
During World War II, Pierce served as a gunnery officer in the US Navy, and became the head football coach at the Bainbridge Naval Training Center in Port Deposit, Maryland near the conclusion of the war.