It is normal, but this is a unique approach. Fire him, then say “wait, we didn’t fire you, you walked out so NOW we’re firing you for cause.” And when that has no legs, “actually, it was that you’re extra marital affairs shined a bad light so we’re firing you for cause because of that.”
What...