During the period, schools and colleges will also remain open.
The decision was taken at a high level meeting between authorities.
Sirsa town is home to the sprawling Dera headquarters where the sect's followers had gathered in large numbers ahead of Ram Rahim's conviction.
"During the relaxation of curfew people can buy their household items. Also, schools colleges and other educations institutions will also remain open during the period," Special Commissioner (Civil), V Umashankar told PTI.
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A special CBI court today sentenced Ram Rahim to 20 years in prison after his conviction in two rape cases.
CBI Judge Jagdeep Singh pronounced two sentences of 10 years rigorous imprisonment in each of the two cases that date back to 2002, said defence lawyer S K Garg Narwana.
He said both sentences will run consecutively for a total of 20 years in jail for the flamboyant guru who has millions of followers and counts politicians as well as celebrities as his friends.
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