I totally agree that not having a way to cure debuff until so late REALLY sucks. But in the situation you described, it is actually avoidable. Just make sure you Adlo the person who is about to be hit, and he won't receive the debuff. It may require either knowledge of the fight and practice, or just a lot of preemptive bubbling.