dark horse dark·horse uncommon noun 1. a political candidate who is not well known but could win unexpectedly Synonymsdark horse 2. a racehorse about which little is known Synonymsdark horse Related words Broader terms racehorsecampaigner WordNet 2.1 (Princeton University). WordNet 2.1 Copyright Princeton University. All rights reserved.