Born and raised in Massachusetts, Whitaker was a National Honor Society graduate at Malden High School, where he also participated in marching band, student government and various sports including track and field, where he held the record for the 100m dash for over 50 years.
After his graduation, Whitaker was drafted into the United States Army on March 5, 1943.