"We wish Antonio every success in his future career," the statement published on the club's website says.
Last summer, Chelsea finished fifth in the league, falling 30 points behind champion Manchester City, while also being eliminated from the last 16 of the Champions League.
READ MORE: Fans Take to Twitter to Vent After Croatia Beat England at FIFA World Cup
Despite winning the FA Cup, the club failed to get Champions League qualification for next season.