Armstrong was born on April 7, 1917 in Pleasant Grove, Alabama and raised in on a small farm near Birmingham, Alabama. Armstrong was educated at Howard College and went to University of North Carolina at Chapel Hill with late actor John Forsythe and late actor and friend Andy Griffith. After graduated he the Actors' Studio.