The Mirror reports that Leicester and West Ham are keen on signing the Senegalese striker, who is available on a free transfer after agreeing on a six-figure pay-off at Blackburn.
Diouf has also been linked with moves to Major League Soccer and Qatar.
Reports claim Rangers boss Ally McCoist would consider making a move for the striker.