 He was an unsuccessful candidate for reelection in 1898, and returned to his farming and business interests.Kelley later returned to the Democratic Party, and served as a Delegate to the 1912 Democratic National Convention.From 1915 to 1918 he served as Register of the United States Land Office in Pierre, South Dakota.