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Madrid rejected a €60 million offer for defender Diego Godin and forward Sergio Aguero.
The capital club also turned down a €45 million offer for Aguero from "Real".
"Atletico" rejected these offers because they believe in both footballers," said the team's main shareholder Miguel Angel Gil.
Representatives from "Chelsea" declined to comment on these reports.