Rossi is regarded as a man for the future at Old Trafford.
The 19-year-old spent a spell on loan at Newcastle for the first part of this season, but started only three Premiership matches for the Toons.
Parma director Roberto Cavalli told the club’s website: “We hope he can help us achieve our goal of staying up.”