The peppermint herb is a leafy plant that doesnât grow more than 3 feet tall. Its leaves are fuzzy to the touch, and the plant gives off a faint peppery, sweet smell. Rubbing a peppermint leaf between fingers will release even more of the scent. Growing peppermint plants is incredibly easy.