In 1960, Ganguly was consecrated a bishop and Titular Bishop of Oliva as well as the Auxiliary Bishop of the Archdiocese of Dhaka. Five years later he was appointed Titular Archbishop of Drizipara and the Coadjutor Archbishop of Dhaka. In November 1967, he became the Metropolitan Archbishop of Dhaka.