An arrest has been made in connection with a fire started in an Athens, Tennessee, church and police say they believe the suspect killed a woman inside before starting the blaze.

A police report obtained by WZTV states that surveillance footage captured Kyle Jay Hickox in the area several times before and after the historic church was burned to the ground earlier this month.

According to the report, the victim who was found dead in the church, Linda Buchanan, did not die from the fire but was killed by another person before the fire was ignited.

Hickox was taken into custody Friday and charged with second degree murder. Additional charges are pending.

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Kyle Jay Hickox

Kyle Jay Hickox was charged with second degree murder. (McMinn County Sheriff's Office)

In the surveillance footage, Hickox is allegedly captured on Aug. 15 running across the property of the nearby Athens YMCA and onto the property of Tennessee Wesleyan University.

He entered a maintenance building at the college where a worker inside ordered him to leave. Hickox, the report said, responded that he "would get God's water" before exiting the building.

The maintenance worker told investigators he then observed Hickox running toward St. Mark AME Zion Church and enter through the back door.

Police tape

The victim who was found dead in the church, Linda Buchanan, did not die from the fire but was killed by another person before the fire was ignited, police said. (Getty Images)

About 10 minutes later, Hickox was allegedly seen in the footage running through the YMCA property toward the college's soccer field.

The suspect then removed his shirt and wrapped it around one of his hands. He also used a hose to spray his body off, surveillance footage showed.

Police executed a search warrant on Hickox's Athens home two days later and found clothing they believe he was wearing when the church was lit on fire.

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Police car

Hickox told a maintenance worker that he "would get God's water." (iStock)

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The Tennessee Bureau of Investigation's Crime Lab revealed that blood on Hickox's left shoe matched Buchanan's blood.

Hickox was booked into the McMinn County Jail but has since been released.