 Toye studied at the Royal College of Music, concentrating on composition and conducting.He also displayed such skill as a pianist that he was engaged "when little more than a boy" to accompany the celebrated soprano Luisa Tetrazzini.As early as 1906 he deputised for André Messager as conductor at performances of Messager's opera "Mirette" at Cambridge.