"42-year-old Sachitra Parida of Kaibalya Ashram in Chandikhol of Jajpur district has been booked under Sections 341, 448, 354-A, 354-B, 376 (2) (f) and 506 of IPC," Mahila police station Inspector Sujata Jena said.
Parida was later taken to jail custody.
Jena said the child-less woman, married for over four years, had met Parida at his Ashram along with her husband several times seeking his blessings for an issue.
However, being suspicious of Parida's motive after he insisted to have physical relations with her, the woman stopped visiting him for past several days, Jena said.
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On arrival at her place this afternoon when her husband was away for work, Parida attempted to rape the woman, Jena said.
As she raised an alarm, she was rescued by neighbours who beat up Parida.
He was later handed over to police by the woman's husband and brother, who arrived on getting the news from neighbours.