Making a statement in Lok Sabha, he said the crowd gathered for AAP rally there "clapped" and "raised slogans" as the farmer, Gajendra Singh who climbed up the tree and ended his life.
"Crowd was clapping. Police requested them to stop raising slogans. Generally, anybody who tries to do an extreme act like this is engaged in a very intelligent way through talks. He is kept busy. Against it, the crowd kept clapping and raising slogans," he said, responding to an impromptu debate on the matter in Lok Sabha.
"What caused the death is being looked into. I have asked the Commissioner of Police to carry out a time-bound probe," he said.
To emphasise his point against AAP, Singh referred to the comments made by an MP of that party that had he been there he would have cancelled the rally immediately.
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Many members were sharply critical of the police personnel present there for not doing anything as the farmer ended his life.
Such a probe was necessary as Delhi Chief Minister Arvind Kejriwal and the police, which reports to the MHA, have offered "conflicting" versions of the event.
Rajeev Satav (Cong) sought action against the Commissioner of Delhi Police to send out a strong message to the force.
Singh said the probe has been handed over to the Crime Branch after a criminal case under Sections 306, 186 and 34 of IPC was registered.