Langah, who had been on the run since the case was lodged against him by the Gurdaspur Police, appeared before the court of the duty magistrate here to surrender himself.
However, Judge Hirdejeet Singh declined to accept Langah's plea.
"The court has rejected the application for surrender," Langah's counsel Harpreet Singh Brar said.
The counsel said his client appeared before the court in Chandigarh to surrender as there was an apprehension of "danger from the state machinery" in Punjab.
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"This case was registered to win (Gurdaspur Lok Sabha) bypoll...It is a false case and I have complete faith in the judicial system. I will bring out the truth pertaining to this case in the court," he claimed.
"I want to appeal to my workers to help the BJP candidate and ensure his victory in the bypoll. I'm ready for any sacrifice and I have complete faith in the court," he said.
Yesterday, a video had gone viral on social media purportedly showing Langah in a compromising position. He has been on the run even as the Punjab Police was conducted raids to trace him.
Langah was booked by police on September 28 after a lodged a police complaint alleging that the Akali leader had been raping her repeatedly since 2009.
The police had booked Langah on charges of rape, extortion, cheating and criminal intimidation.
The victim had also given a video clip in pen drive to the police to support her accusations.
"We are carrying out raids to nab him," SSP further said.
On the viral video, the SSP said he had written to Facebook and Youtube, asking them how it went viral.
"We are also taking the help of cyber crime cell to trace the source from where the video was uploaded online," Bhullar said.
Langah had claimed the complaint was a "classic example of political vendetta" as it was lodged just ahead of the Gurdaspur parliamentary constituency bypoll.
The SAD had already accepted Langah's resignation from all party posts. Langah was Punjab's minister for agriculture from 2007 to 2012.
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