I assume the police report didn’t specify what kind of underwear, because this headline is crying out for a very obvious pun.
As tempting as the pun might be, it would be bad journalism to refer to this incident as a “brief chase” unless the reporter can verify exactly what kind of attire the suspect was wearing. Verify or Duck.