Peary was born on May 6, 1856 in Cresson, Pennsylvania. He was raised in Portland, Maine. Peary studied at Bowdoin College. He was married to Josephine Diebitsch from 1888 until his death in 1920. They had two children. Peary died on February 20, 1920 in Washington, D.C. from an illness, aged 63.