Fenton received a B.A. degree from College of the Holy Cross in Worcester, Massachusetts, in 1926.
He obtained a doctorate in Sacred Theology (S.T.D.) from the Pontifical University of Saint Thomas Aquinas, Angelicum in Rome in 1931 under the direction of Fr.