Plaza was born on February 17, 1906 in New York City, New York. He studied at University of Maryland, at the University of California, Berkeley, and at the Edmund A. Walsh School of Foreign Service at Georgetown University. Plaza was married to Rosario Pallares. They had six children. Plaza died on January 28, 1987 from a heart attack in Quito, Ecuador, aged 80.