Though officials remained mum on the number of activists arrested, one of the leaders claimed nearly 100 people were taken into custody.
The Sarbat Khalsa Jathedars had given the call for the protest march from Bhagta Bhai Ka to Bargari against the "failure" of the government to arrest those involved in alleged acts of sacrilege of Guru Granth Sahib reported from various places in the state.
The march was scheduled for July 17.
Police have surrounded the Dera of Bhai Amrik Singh Ajnala, the Sarbat Khalsa-appointed Jathedar of Takht Kesgarh Sahib, Anandpur.
Meanwhile, All India Sikh Students Federation (AISSF) president Karnail Singh Peer Mohammad condemned the arrests and said that this was akin to curbing democratic rights.