Vijay Joshi and Nageshwar Panchal allegedly took the girls to a deserted mountain side last night under the pretext of a visit and 'harassed' them, after which the girls escaped, the police said.
Both the accused, aged around 20 years, were known to the girls who are 17-years-old and 14-years-old respectively, they said.
The police registered cases against Vijay and Nageshwar under Indian Penal Code (IPC).
Vijay's mother Manju Joshi, who happens to be BJP's district vice president, alleged "false" cases have been registered against her son.