Protesters attacked the Tirana Court of Appeal with stones and then entered the building.
Mostly young people dressed in dark clothing and wearing masks tried to set fire to several sheets of paper in the entrance booth, then broke the door and went inside.
Police forces arrived immediately and used tear gas to disperse them.
Police have begun arresting protesters at the Court of Appeal after the windows were smashed and the building was attacked.