Watermelon radish are firm and crisp with a mild taste that's a blend of slightly peppery and slightly sweet. They can be eaten raw, pickled, cooked, braised, roasted, or mashed. Store them in a plastic bag or container in the crisper drawer of your refrigerator for up to a few weeks.