I am not a parent but my inner child tells me it would not be fair to cancel the party when there are other kids who are looking forward to it and have (hopefully) been behaving. Also, cancelling at the last minute would be discourteous toward the parents who might have planned their day so they can bring their kids to Chuck E Cheese and who will end up stuck with some disappointed/crying kids.