Robert R. Fleming was born on March 15, 1843, in Pactolus, North Carolina. Fleming was a longtime resident of Pactolus where he was a merchant, farmer, and lumberman. During World War I, he was recommended to serve on the Pitt County Exemption Board, but he doesn't seem to have actually served. Fleming died in Pactolus on September 20, 1926.