Eleven people were taken into custody just after midnight on Thursday morning.
A county ordinance bans anyone from being inside courthouse park from midnight to 6 a.m.
Deputies say they issued several warnings overnight to the protesters who were inside the park.
Demonstrators then moved off park grounds, but were still arrested.
Deputies have been arresting protesters on a nightly basis since Sunday.