Enter a bad email address and tab out of the field. An error will appear. Correct the email address and tab out of the field again. The error persists. Clicking on a card type does clear the error.
Firefox 53.0 / Debian
Behavior is the same for all fields. A rewrite of the client side validation is needed to do per-field validation.