The Divisional Commissioner and the Deputy Inspector General (DIG) were transfered in the wake of the continuing violence in this district of Uttar Pradesh which has been hit by caste-based clashes.
Mobile internet and messaging services were also suspended in the district to prevent rumour mongering.
Late tonight, Uttar Pradesh Chief Minister Yogi Adityanath said strong action is being taken against all those responsible for the violence and appealed for calm.
He said people should not pay heed to inflammatory speeches and should help in maintaining peace and order.
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The caste violence has led to a political slugfest with BSP chief Mayawati putting the blame on the BJP government and a senior state minister accusing the opposition party of "shedding tears".
Earlier today, one Pradeep Chauhan was shot at in Janakpuri area by some motorcycle-borne men, Superintendent of Police Prabal Pratap Singh said.
Chauhan was rushed to the district hospital, from where he was referred to a speciality centre.
Members of the Thakur community protested against the incident outside the district hospital.
One Nitin was shot at, while another person Yashpal was severely beaten up by the attackers, the police said.
They suffered serious injuries and have been admitted to the district hospital.
The police, however, said the incident could not be linked to the ongoing caste violence.
Yesterday, some unidentified persons had set afire 12 houses of Thakurs in Shabbirpur village ahead of the arrival of Bahujan Samaj Party (BSP) chief Mayawati there.
A mob later attacked a group of people returning from a rally of Mayawati, killing one Ashish (24), who hailed from Sarsawa town, on the spot and injuring four others.
"SSP Subhash Chandra Dubey and District Magistrate N P Singh have been suspended while Divisional Commissioner N P Agarwal and DIG J K Shahi have been transferred," an official spokesman told PTI in Lucknow.
Bablu Kumar has been posted as the new SSP of Saharanpur while Pramod Kumar Pandey will be the new DM, the official said.
No official reason has been cited for the action, but it is believed that the top officials were removed after the Chief Minister expressed displeasure as they could not control the situation in Saharanpur district.
This morning, a four-member team, led by Home Secretary Mani Prasad Mishra and comprising ADG (Law and Order) Aditya Mishra, IG STF Amitabh Yash and Vijay Bhushan arrived here to monitor the situation.
The ADG told PTI that the police is closely monitoring the situation and keeping a tight vigil on inflammatory messages on social media.
Aditya said there is trust deficit among the people of different communities and the administration is working to reduce it.
The Uttar Pradesh government has announced Rs 15 lakh as compensation to the family of the man killed and Rs 50,000 each to those injured yesterday.