United overtook Chelsea, who drew 1-1 with Swansea, to go top for the first time this season.
Manchester City also failed to win, drawing 0-0 with West Ham, while Tottenham were beaten 1-0 by Wigan.
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Summer 2016 is set to be a very exciting time for football fans, as this is when the long awaited Euro 2016 tournament kicks off.
Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.