During World War II, Rocca supported Benito Mussolini's ideals about the union of Corsica to the Kingdom of Italy. When Italian troops occupied the island in 1942, Rocca was proposed to be "Governor" of a Corsica united to Italy. After the Italian defeat in September 1943, he was harassed by the French authorities.