The incident occurred in the morning when Dr Mahendra Jain was writing prescriptions for patients at the government hospital, police said.
A purported video of the incident has also surfaced on social media in which the accused are seen slapping the doctor for using "foul language".
It is alleged that the doctor had used foul language for a woman during a telephonic conversation with someone, police said.
However, the police have not confirmed the authenticity of the video and the allegation on the doctor.
"No arrest has been made and the matter is being probed," the police added.
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