People were seen rushing the injured to the hospital as the explosions sparked panic.
At the rally, plumes of smoke billowed from a couple of sites even as BJP leaders, including Modi, addressed the crowd.
Prime Minister Manmohan Singh condemned the blasts and appealed for calm. He spoke to Bihar Chief Minister Nitish Kumar and asked him to speedily probe the blasts and ensure that perpetrators are punished.