During the late 1930s Rocca, slowly changed his political opinions from wanting autonomy for Corsica to supporting the union of Corsica with Italy. He supported the ideals of Petru Giovacchini, an irredentist leader who created the main pro-Italian political organization in Corsica: the "Gruppi d’Azione Irredentista Corsa".