The oligarch did not attend the FA Cup final on Saturday, and it has been confirmed that he is back in Russia.
An application for a new visa has been submitted, although it is taking longer than usual to process. The UK Home Office has refused to comment on the case, but it comes amid a drop in diplomatic relations between the UK and Russia.
The poisoning of a spy in Salisbury and continued difference in strategy over the conflict in Syria has put the two countries at each other, leading to warnings for England fans travelling to the World Cup amongst other things.
Flight records show that Abramovic was last in the UK on April 1st. He has been the owner of Chelsea since 2003, and is worth around €10billion.