Water in Qatar is distilled according to international standards and municipality & Qatar Health authority supervises it. Yet, the problem occurs on the water distribution pipeline system. Which is having major upgrade now.
According to Qatar CDC, no water poisoning cases ever been reported here.
You can safely use tap water after filtration. Or you can install water cooler.