The gunman opened fire at the crowded market in Kokrajhar, a town about 220 km (140 miles) west of the state's commercial capital Guwahati, superintendent of police in the town of Sreejith T. told Reuters.
The fate of the gunman was not immediately clear.
Assam, a remote and underdeveloped state in India's northeast, has suffered from years of ethnic and tribal insurgencies.