Cook potatoes in large pot of boiling salted water until tender, about 18 minutes. Drain potatoes; cool. Peel potatoes. Cut into 3/4-inch cubes and place in large bowl. Add cucumbers and onion. Whisk all remaining ingredients in small bowl. Add to potatoes. Season with salt and pepper. (Can be made 8 hours ahead; chill.)