"The man, who was allegedly drunk did not properly reply to the youths when they caught him. They beat him up on suspicion that he may be a burglar resulting in his death," the police said.
However, later it was found that he was a native of a neighbouring village, a senior police official said.
Police have identified those involved in the incidents and separate cases of murder and wrongful confinement have been filed under the relevant sections of the IPC.
He added that some suspects have been picked up by the police.
Terming the killings as unfortunate, the Telangana DGP asked the public not to believe on "false news" being circulated on social media about kidnappers and burglars.
"False news is being spread on the social media that certain gangs are on the prowl in Telangana. There is absolutely no movement of criminal gangs whether child abductors, robbery/burglary gangs.
"Police want to clarify that no such gangs (outsiders) have infiltrated and are moving in Telangana," DGP M Mahender Reddy said.
He said that action would be taken against those circulating such false messages on social media, adding that the police are in the process of identifying them.
Appealing to people not to take law into their own hands, Reddy said stern action would be taken against those who killed the two men.
(This story has not been edited by Business Standard staff and is auto-generated from a syndicated feed.)