Charles DuBack was born on March 10, 1926 to Czechoslovakian parents Charles and Cecilia DuBack in Fairfield, Connecticut.
On the G.I. Bill, DuBack attended the Whitney School of Fine Art in New Haven, Connecticut, and the Newark School of Fine Arts in Newark, New Jersey, and the Brooklyn Museum Art School, in Brooklyn, NY.