 Following his high school education in Mount Vernon, New York, Kastle began his musical training at the Juilliard School of Music (1938–40).From 1940-42, he attended the Mannes School of Music and later studied composition at the Curtis Institute of Music in Philadelphia (1944–50), earning a B.A.in 1950.