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The person, who was carrying an identification as Sunil Kumar of Nav-Sanchar Patrika from Rajasthan, came close to Dwivedi, removed his shoe and stopped short of hitting him with it.
The 41-year-old man was later arrested by the police under Section 107 (apprehension of breach of peace and tranquility) and Section 151 (disruption of public peace) of the CrPC.
Kumar, wearing a striped T-shirt, was heard telling Dwivedi that "you cannot stop us from asking questions."
He was immediately caught by a AICC staffer and some journalists and was removed from the briefing hall while being beaten up.
Dwivedi described the incident as "pre-planned" attack as he was to speak against Ramdev and his agitation which Congress leader said was conducted at the behest of Sangh Parivar.
"Whatever, I said has been proved by this one man. Had this (attack) not been orchestrated, the person would not have asked favourable questions so that there were no doubts," he said.