Ganguly competed his secondary education from Holy Cross High School in Bandura. Then he moved to Ranchi and attended St. Albert’s Seminary. He was ordained a diocesan priest on 6 June 1946. In 1947, Ganguly was sent to Indiana for higher education. He earned a Ph.D. from University of Notre Dame in 1951.