The black walnut has almost the same profile as an English walnut, however, the difference lies within the taste. When eating a black walnut, you may wonder if the walnuts have gone bad due to their scent and taste. But when black walnuts are incorporated into recipes like Grandma's Black Walnut Cookies they instantaneously become delicious.