The Rossonerri is keen to strengthen up front in the summer and the Mali international is among the players on the club’s vice-president’s, Adriano Galliani, list.
Kanoute was also linked with a move to AC Milan last summer when the club sold Alberto Gilardino.
Sevilla wants the former West Ham and Tottenham star to extend his current contract that expires in 2010.