Counter-protesters staged themselves in front of the KKK, as well as across the street.
"This is my community, I live just a few blocks away from here and I really don't want them to claim their territory here. This is not a Hillsborough value, this is not what our community stands for," Allison Mahaley said.
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The Orange County sheriff's office and Hillsborough police were monitoring the situation.
The KKK members at the gathering were part of the 'Loyal White Knights' out of Rockingham County.
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The Hillsborough mayor was also at the scene.
"Skin really is paper thin. In all the ways that matter, there really is only one human race," Mark Daughtridge from Durham said at the protest.
Around 6:40 p.m., both the KKK members and counter-protesters cleared the area.
One Hillsborough activist said there's a new rapid response system that can alert people to verify the presence of hate groups within the town.
"If you'd like to be involved, text "Start" to (919) 891-1350," she said.
Hillsborough shop owner gets death threats over sign promising free chocolate for burning Confederate flags