The Iranian team started the campaign with an 8-4 victory over Singapore but lost to titleholder Kazakhstan 14-4 in its second match.
Iran will face the third team of Group B in the knockout stage.
Host Japan, the Philippines, China and Saudi Arabia are in Group B.
The team headed by Serbian coach Aleksandar Ciric.
The water polo competition is underway at the Tokyo Metropolitan Gymnasium indoor pool.