The raid was made in the Kebithigollewa - Ohongollewa area early this morning.
Police spokesman, ASP Ruwan Gunasekara says that the posters belonged to a former minister who is now an UPFA candidate.
The posters have been identified to be a stock of former deputy minister Weerakumara Dissanayake.