To be fair they were talking about pentesters, for whom port scanning is usually on the table, and breaking the law is not.
Under Computer Fraud and Abuse Act (18 U.S.C. 1030) it is a federal crime to "intentionally access a computer without authorization or exceed authorized access" ...
An eager prosecutor could take that and run a mile