Garden Betty explains that radishes grown in spring and autumn tend to be more mild than ones grown in the summertime, since warmer soil leads to a spicier radish. When raw, the French Breakfast radish is slightly sweet, but more on the earthy and peppery side; when cooked, such as in casserole or soup, the flavor is more nutty.