What was the fate of Benito Mussolini during World War II?

He died on the front lines leading Italian troops against the Allied assault on the Gothic Line.
He defected to the Allied side but was still tried for war crimes and executed.
He was captured by Italian partisans, executed, and strung up for the public to see.
He escaped to Nazi Germany to receive the protection of Hitler.