"Be it a motorcycle, car or park, couples can be seen behaving in a vulgar fashion. They hug each other as if the girl will eat the boy or the boy will eat the girl," the Lok Sabha member from Unnao in Uttar Pradesh said.
Mr Maharaj told reporters in Bharatpur in Rajasthan, "It will be appropriate to take action and put such couples behind bars before anything wrong occurs."
Known for not mincing his words, the BJP leader said everyone ignores them but when rape occurs people demand action by the police.
Mr Maharaj, who had earlier defended Dera Sacha Sauda chief Gurmeet Ram Rahim Singh, said he had no ties with him but some political leaders seek cooperation of fake godmen to fetch votes.
"People such as Ram Rahim and Rampal have emerged from vote bank politics and political leaders need to introspect on whether such godmen (babas) should be encouraged," he said.
Ram Rahim and Rampal were "hypocrites", he alleged. On the Rohingya Muslim refugees issue, the BJP MP said they had no right to stay in the country.
Election Results for Lok Sabha Election 2019 will be out on May 23. Get the latest election news and live updates on ndtv.com/elections. Catch all the action on NDTV Live. Like us on Facebook or follow us on Twitter and Instagram for news updates from each of the 543 parliamentary seats for the election 2019