Radishes contain only 3.9 grams of carbs, 19 calories, and 0.1 gram of fat per cup, and they’re also packed with vitamin C. While it’s probably not surprising that radishes are so healthy, it might surprise you that when roasted, radishes lose their spicy flavor and crunchy texture, becoming more potato-like in flavor and texture.