Beat first 8 ingredients at high speed with an electric mixer, using whisk attachment, 15 seconds or until combined. With mixer running, add oil in a very slow, steady stream, beating until smooth and thickened.
Add water, 1 tsp. at a time, to thin as desired. Refrigerate up to 3 days.