I think their costume is almost their actual body. Vivi never removed his hat because if he did, it'd be like removing the top-half of his head. In all honesty I think they're just kept alive by magic, hence his entire appearance is created by magic. IF his hat was removed.. I'd guess he'd simply be a black mass.
