Butterscotch mushrooms, also known as Nameko mushrooms, have a distinctive aroma that is often described as sweet and nutty, with hints of butterscotch or cashews. In terms of taste, they are characterized by a subtle fruitiness and an earthy flavor. While they smell intensely like butterscotch, the actual taste is more subtle and nuanced.