12 music icons who have never won a Grammy 9. Spice Girls Not only have they never won a Grammy, but this British pop group has never been nominated. I would personally like to nominate "Wannabe" for best music video. Embed from Getty Images WordPress › Error There has been a critical error on your website.Learn more about debugging in WordPress.