No one enjoys the tedious task of peeling potatoes. And with Thanksgiving right around the corner, you may be looking at peeling a whole lot of potatoes for those mashed potatoes and potato salad side dishes. Luckily, it only takes a few seconds to peel potatoes with this method from Chow. And you only need a bowl full of ice water and your bare hands to do it.