The Sun reports that the Scottish side dismissed the offer and insisted that their striker would not be leaving the club.
Leicester had a £6.5million bid turned down on Tuesday.
Rangers insiders told The Sun that they had rejected a late £9million bid for Jelavic, believed to be made by Liverpool.
