The demonstration was held under the banner of 'Jai Gurudev Jivit Vaicharik Sanstha', led by its national president Ram Pratap Shukla.
The supporters sought a CBI inquiry into his death.
A delegation of the organisation later submitted a memorandum to district administration.
The religious leader died in 2012.