It's hardly a mystery! Even bumbling Inspector Clouseau is capable of solving that one!

Besides, if you look closely you'll see that the bandit is wearing a blouse. John never wears a blouse, ( except at home at weekends when they do some role reversal for fun ~~~ !!! )