Joe West's Illegal Pitch call in the Cards/Pirates game

[Lapopez]

In these "don't do that" situations, do you allow the pitch and warn after or negate the pitch immediately? If you allow the pitch, do you call the pitch a ball or strike as the case may be? What if a hit follows the pitch?