Place the potato slices in a bowl of cold water for 15 minutes. Pat each slice dry and place on a baking sheet. Drizzle with the oil and sprinkle with salt and pepper. Slide into a 400°F oven and bake for 30 to 45 minutes, or until crispy on the outside and cooked through. Flip a time or two.