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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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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