Patterson was elected as a Republican to the Fifteenth Congress and the two succeeding Congresses and reelected as a Jackson Republican to the Eighteenth Congress. He did not seek renomination in 1824. He resumed former business pursuits and died in Cross Creek Township, Pennsylvania, in 1841. Interment in West Middletown Cemetery in West Middletown, Pennsylvania.