The champions went ahead through Alvaro Morata before Ramos doubled the lead, but was then sent off for the 17th time in his career.
Atletico Madrid beat Valladolid to stay four points clear of their city rivals.
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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.
Who of Europe’s top strikers will move to England this summer?