In 2016, Rossiter made the move to Scottish side Rangers FC, where he hoped to kick-start his career. He spent four seasons at the club, making 16 appearances and scoring one goal. Despite showing glimpses of his potential, injuries continued to plague his time at Rangers, and he struggled to secure a regular spot in the starting lineup.