When I reached the office, I asked my boss about this rule and he confirmed. It is not allowed to take pictures of Abu Dhabi Government Buildings, unless you have a permit to do so.
Be careful my friends! It is better to be in the safe side.
Photo Credit: http://www.clker.com by Mohamed Ibrahim