According to a senior Anantapur police official, Reddy, who is a local YSR Congress Party legislator, consumed poison, after which the police shifted him to a local hospital and later to Vijayanagara Institute of Medical Sciences in Bellary.
As the state is geared up for municipal polls, the police in all districts are in the process of verifying records of "trouble makers" and other anti-social elements as a "precautionary measure".
Along with some of his followers, Reddy reached the Rayadurg police station and demanded that the police stop placing curbs on his party workers and using allegedly third degree methods against his supporters.
"As there is Section 30 of the Police Act is in force, the police tried to disperse the mob, after which Reddy consumed poison," the official told PTI.
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Anantapur Superintendent of Police Senthil Kumar said Reddy was rushed to hospital as a precautionary measure.
"We are not sure if he consumed poison. As a precautionary measure, we have shifted him to a hospital in Bellary," Kumar said.
The legislator was shifted to Bellary after first aid at Rayadurg Hospital, he said.