Combine ingredients in a small bowl and mix well to combine. Chill the dressing until ready to serve. If you prefer a thinner dressing, whisk in a bit of milk.
If you're not a fan of very hot chiles you can substitute one jalapeno, seeded and veins removed, then chopped.