Police said several sharp weapons were also recovered during the raid which was launched following a tip off.
The bombs were later defused, the police said adding none was detained or arrested in connection with the incident so far.
CPI-M zonal secretary Pankaj Roy Sarkar ruled out the party's involvement in the storing of bombs and weapons in its office and said it was a conspiracy to defame the party.
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