Kirchner was unharmed in the incident, which was captured on live television.
The suspect is Brazilian, according to national police. Police said they are analyzing the weapon to confirm if it is a working firearm that could have fired a bullet.
The suspect is being held at the site of the incident inside a police vehicle.
President Alberto Fernandez is expected to address the nation at any moment.
This is a developing story.