 Returning to Congress after the war, he was the only member of the Kentucky congressional delegation to oppose the unpopular Compensation Act of 1816.Nearly every other member of the delegation was defeated for reelection after the vote, but Desha's opposition to the act helped him retain his seat.He did not seek reelection in 1818, and made an unsuccessful run for governor in 1820, losing to John Adair.