On 8 July 2022, Baggott joined League Two club Gillingham on a season-long loan deal. He made his league debut for the club on 30 July 2022 in a 2–0 away loss to AFC Wimbledon. On 15 October 2022, Baggott scored his first goal for Gillingham against Stevenage.
