The youngster has been on loan with the Yorkshire club, who are seeking promotion to the Conference North, for the past two months.
With a first-team breakthrough at Scunthorpe looking unlikely, he has made his move permanent.
He played in Guiseley's 1-0 win over Frickley Athletic on Saturday, seeing a cross-cum-shot cleared off the line.