Dunne was born on October 12, 1853 in Watertown, Connecticut. He was raised in Peoria, Illinois and in Chicago, Illinois. Dunne was married to Elizabeth J. Kelly until her death in 1928. Dunne died on May 24, 1937 in Chicago, Illinois, aged 83.