Arnesen moved to Stamford Bridge in 2005 after a stint at Tottenham and joined the club's board in May 2009.
"As Chelsea continues to grow rapidly, the board wanted increased senior support for the first team and new manager on a daily basis at Cobham to help assist the overall long-term football and business strategy of the club," added the club statement.
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