Did you know that when you toast a walnut, it's texture and taste changes completely? The skin of the nut, rich in antioxidants, is typically bitter, making the old walnut a bit of a drag to eat. Once toasted, however, the bitterness is muted, making way for a creamier, flakier, sweeter nut.