Yes, $2 bills are very rare. According to Business Insider, the $2 bills only account for less than 0.001% of all currencies which are in circulation now. So it means, the $2 bills are the rarest paper money in the United States. In fact, only about 1.2 billion $2 bills are currently in circulation.