Chervil is an annual herb that has a parsley flavor with a hint of a tarragon taste. It's popular as a microgreen, due to its strong flavor intensity.Chervil Seed grows into an annual herb that gets up to two feet tall. Chervil has small white flowers when it blooms. It's commonly used for its medicinal herbs.