Di Santo impressed while on loan at Blackburn last season.
Martinez is keen to bring in the Argentinian striker to link up with his fellow countryman Mauro Boselli in his attack, according to the Daily Mirror.
Bolton, Feyenoord and Twente are also interested in signing the striker.