Who was the first dark horse candidate to win the presidency?

James K. Polk was called the dark horse because he was a surprise nominee- a compromise after none of the front-running candidate for the Democratic nomination could get the required majority at the convention. (He was not a total unknown since he had been Speaker of the US House and governor of Tennessee and was supported by ex-president Andrew Jackson.)