The trouble started when some of the members of a different community objected to the playing of loud music at Khelam village.
When the police arrived at the spot, the kawariyas pelted stones at them, Senior SP Joginder Kumar said.
Four of the kawariyas were taken into custody and cases were registered against the others, he added.
Prohibitory orders have been clamped in the area and additional police teams are deployed to restore normalcy, he said.
Get the latest election news, live updates and election schedule for Lok Sabha Elections 2019 on ndtv.com/elections. Like us on Facebook or follow us on Twitter and Instagram for updates from each of the 543 parliamentary seats for the 2019 Indian general elections.