Sibley was elected as an Adams-Clay Republican to the Eighteenth Congress (March 4, 1823 – March 3, 1825). He was an unsuccessful candidate for reelection, then engaged in agricultural pursuits. He died in Sutton on February 5, 1834, and was interred in Center Cemetery.