Scozzese played for US Vibonese, Vico Equense, Acireale and Citta di Marino before moving to Malta in January 2012 to join Valletta. After a short spell with the Citizens, he moved back to Italy but in season 2013/14, he joined First Division side Gudja United but returned to Premier League football the following season as he joined Sliema Wanderers. Last summer, he moved to Floriana.