Dark horse. For other uses, see Dark Horse (disambiguation). A dark horse is a little-known person or thing that emerges to prominence, especially in a competition of some sort, or a contestant that seems unlikely to succeed. The term began as horse racing parlance for a race horse that is unknown to gamblers and thus difficult to place betting odds on.