Peppermint plants grow between 18-36 inches tall and 24 inches wide. Peppermint spreads by runners that spread above and just below the ground’s surface. Peppermint often becomes invasive in the home garden. Specialized cells produce peppermint oil in the leaves of the peppermint plant.