Masuzoe was born in Kitakyushu in Fukuoka Prefecture on 29 November 1948.
Masuzoe was an academic assistant at the University of Tokyo from 1971, and later spent several years in Europe as a research fellow at the University of Paris (1973-75) and the Graduate Institute of International Studies in Geneva (1976-78).