The statue with its head chopped off was found by residents at a park in Jhunsi locality's Shantipuram.
The police is now trying to locate the suspects and it is said that within a few days a new statue will be put up in its place soon.
A case has been registered but the suspects have not been identified.
A similar incident took place in Meerut on March 7 where the Dalit community took to the streets and blocked traffic after the incident.