In fact, one of the Halloween costumes that can land people in hot water is a police officer costume. This is because impersonating a police officer is a crime, even on Halloween. Fortunately for those who dress as cops for Halloween, just wearing a police officer Halloween costume doesn't mean you impersonated a cop.