1. The voters know very little about Mr. Johnson, but he’s a dark horse and I think he’ll win the election.
2. At the racetrack, we placed our money on a horse most people had never seen before, but was expected to do well. He was a dark horse in the race.

The expression originates from horse racing jargon. It is often used to mean a surprise candidate in a political election.