how do turnips taste? ... mildly spicy when raw, turnips turn sweet, nutty, and earthy when cooked. this goes for texture, too: raw turnips have a crisp, starchy flesh. cooked turnips turn soft and velvety—a little like another cold-weather favorite, the parsnip.