Trim leaves close to the bulb of the kohlrabi (no need to peel the bulb). Cut the kohlrabi in half or quarters depending on its size and place on a cookie sheet. Sprinkle with olive oil, salt and pepper. Roast at 450 degrees until the kohlrabi is tender.