Radishes are root vegetables that belong to the cruciferae or mustard family. Their skins can be red, black, yellow, purple, and pink, and they have a spicy, peppery taste. This taste comes from enzymes that are also in mustard root, horseradish, and wasabi root. Cooking them makes the flavor milder.