After his term expired in 1865, Armstrong moved to Cleveland, bought "The Plain Dealer", and edited it until 1883. In 1868 he testified at the impeachment trial of President Johnson. He was a delegate to the Democratic National Conventions in 1868, 1880, and 1884.