Burns played football as a quarterback at Rutgers University for four years, from 1945 to 1948. There he ran the T formation under head coach Harvey Harman, completing 117 of 270 passes for 2,389 yards and 35 touchdowns. He was also a member of Delta Upsilon Fraternity.