The New Dictionary of Cultural Literacy, Third Edition. 2002.
dark horse
An unexpected winner. In politics, a dark horse is a candidate for office considered unlikely to receive his or her partys nomination, but who might be nominated if party leaders cannot agree on a better candidate.