In the busy wholesale-retail world of London's East End of London everyone, it seems, has unattainable dreams. Then a small boy - Joe - buys a unicorn, in fact a sickly little goat, with just one twisted horn in the middle of its forehead. This, he has been led to believe by a local tailor, Kandinsky, will bring everyone good fortune.