They were inspired to victory by the Colombian forward Radamel Falcao, who netted twice.
The victory moves Atletico up to second in the fledgling table behind Barcelona.
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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.