Using a sharp knife, cut the peel and white pith from oranges. Slice crosswise into a large salad bowl. Remove stalks from fennel; slice off bottom and discard. Thinly slice fennel and add to bowl. Add romaine, raisins, olives and red onions to bowl and toss.
Whisk dressing ingredients together; pour over salad and toss once more.