Heat oven to 425 F. Trim radish greens and wash the bulbs until clean. Pat dry with a paper towel. Toss radishes with the oil, thyme, salt and pepper in a large bowl. Pour into a shallow baking dish and cook for about 40 minutes. Turn them occasionally to ensure they don't burn.