Vinegar is commonly added to grated horseradish to help stabilize its flavor. Horseradish has almost no odor or flavor until its grated. The longer the horseradish sits after being grated, the spicier and more potent it becomes. Adding vinegar keeps the horseradish at a more stable heat level.