Combine vinegar, mustard, shallot and thyme. Blend well. Slowly whisk in olive oil until well emulsified. Season to taste with salt and pepper.
Combine dressing with beets and let soak for at least 2 hours but overnight is better.
Let this dish come to room temperature before serving.