Burke was born 4 November 1923. He was educated in Synge Street Christian Brothers School in Dublin. He joined the Carmelites, and studied in University College Dublin, earning a Degree(1945), Masters(1947) and Doctorate(1949). He studied in Milltown Park earning a Theology degree and licentiate. Ordained in 1951, he also gained a Higher Diploma in Education in 1953.