Rohtak's Deputy Commissioner Vikas Gupta exercising special powers under Section 144 of IPC had ordered that the ashram be vacated immediately.
After the order, hundreds of Rampal's followers, numbering between 1,000 and 1,500, left the Ashram where they had been camping from the last three days, official sources said.
Several Haryana Roadways buses had been despatched to the Ashram earlier today to enable Rampal's followers to leave the premises, they said.
Gupta said an appeal had been made to the people to vacate the area surrounding the Satlok Ashram, and return home.
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The decision to get the ashram vacated was taken to maintain peace and harmony in the area, he said.
Villagers and Arya Samaj activists have been staging protest to mount pressure on the government to order closure of the ashram headed by Rampal which they claim is illegal, martyr status to the three deceased and adequate financial help to their kin.
The row over possession of Satlok Ashram, headed by Rampal, had taken a violent turn on Sunday when police tried to stop Arya Pratinidhi Sabha activists from marching towards the ashram.
Three persons were killed and over 100, including 50 policemen, injured in the clash. Tension has been brewing in the area for quite some time as Arya Samajis claim the ownership of the ashram by Rampal is illegal.
Earlier today, Chief Minister Bhupinder Singh Hooda appealed to the followers of the Arya Pratinidhi Sabha, a body representing the Arya Samaj and Satlok Ashram "to keep their emotions under control, go back to their homes and help in maintaining peace and communal harmony."