Acting on a tip off, police launched a search operation and rescued Ramesh Agarwal from Kakopathar area, they said.
Agarwal is in good health, they said, adding four persons have been arrested in this connection.
The brick kiln and grocery shop owner was abducted by three unidentified armed men from his house on Tuesday evening.