Many have only tasted beets when they're pickled and the vinegar brine obscures the true beet flavor. It's been said that beets taste like dirt, but "earthy" is a better term. They contain a compound called geosmin that is also in mushrooms, and spinach and also provides a distinct smell after it rains! They have a definite sweetness and some can detect a slightly floral flavor.