According to reports, the Spanish club look to have managed to negotiate down the fee for the striker, with Chelsea desperate to get rid of the 28-year-old.
Atleti manager Diego Simeone managed Costa between 2011 and 2014 and turned him into a goalscoring machine at the Calderon.