Kevin Prince Boateng was the first to walk off the pitch after being subjected to abuse from the home fans.
He was followed by captain Massimo Ambrosini and the rest of the Milan players.
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Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.
Newcastle United are staring down the barrel of relegation to the Championship for the second time in the past eight years.