Walton, 21, spent the latter part of last season on loan at Blackpool from Argyle - whom he joined at the start of the season.
He made 14 appearances for the Pilgrims, having previously played for Leeds United, Charlton and Queens Park Rangers.
Iron trial Plymouth midfielder