He was born on 10 June 1938 in a Marwari family and is the grandson of Indian independence fighter and philanthropist, Jamnalal Bajaj. Bajaj is an alumnus of Harvard Business School in the US, St. Stephen's College, Delhi, Government Law College, Mumbai and Cathedral and John Connon School.