Mulpury was born in Chataparru, Andhra Pradesh, and got his Bachelor's Degree in Mining Engineering from MBM Engineering College (Jodhpur University).
He was born on September 22, 1936 to Seetha Ramaswamy and Leelavathy in Chataparru village near Eluru.