Root vegetables, known as black radishes, can either be round or elongated and have a strong flavor. They taste somewhat like horseradish but with a much more bitter edge. The intensity of this radish can vary from mildly hot to very spicy and somewhat bitter. Depending on the age and size, tasting something similar to horseradish is not uncommon.