The sound comes from about 30,000 vuvuzelas. Wikipedia defines a vuvuzela as "a stadium horn", a plastic blowing horn that produces a loud, distinctive monotone B flat note. It is most used in football (soccer) matches in South Africa.
They make a heinous noise. I am pretty sure that they could be the new form of torture. Hitler even hated them: see here