Qazi was born in 1938 in Nowshera District, Khyber-Pakhtunkhwa, Pakistan. Qazi Hussain Ahmad went to Islamia College, Peshawar and got his Master of Science (MSc) degree in Geography from Peshawar University. He was a lecturer at Jehanzeb College Swat for three years.