The clashes erupted last night when the taxi drivers were protesting against CRPF personnel beating a local taxi driver Ghulam Nabi Lone following an altercation, leaving him severely injured, police said.
At least a dozen protesters were injured in the clashes, three of whom were hospitalised, they added.
The security force personnel resorted to tear gas shelling and baton charge to disperse the protesters, they said.
The yatris from the nearby tents were shifted to safer places during the clashes, they said.
Senior officials of the civil administration and police rushed to the spot and resolved the matter, police said, adding that the pilgrimage started this morning smoothly.