The Gunners have been linked with the 19-year-old left-back for several weeks but have failed to prise him away from the Foxes.
The BBC claim Arsenal could land him if they made a 'special offer' and say £5m would get the deal done.
Liverpool are also keen on Chilwell but Leicester are working hard to secure a new contract for him.