Whisk all the ingredients for the salad dressing together in a serving bowl. Season to taste with salt and pepper.
Holding the watercress bunches by the stem ends, rinse the leaves under cold running water. Shake them and pat dry with towels. With a sharp knife slice off as much of the stems as you can in one fell swoop; add the watercress leaves to the bowl.