The forward spent the second half of last season on loan at Glanford Park, netting eight times in 18 games.
"We have put a bid in because we want to bring him to this club," Iron boss Nigel Adkins told the Scunthorpe Telegraph.
"Leeds have their own difficulties at the moment, and our indications are that it will probably be turned down - but we will pursue our interest."