According to police, Victor and a female passenger drove from Red Boiling Springs to Monroe County, Kentucky, where she was allegedly raped.
It is believed that an accomplice may have been involved.
The victim, Shelly, is a resident of Chapman Burrow, Tennessee.
Victor is being held at the Monroe County Jail on $5,000 bond and his case is currently being investigated by Kentucky State Police.
More information will be released by police as the investigation continues.