The protests have been going on since the end of May, and AFP describes Saturday's gathering as one of the largest to date.
The protests are driven by frustration over perceived corruption; among other things, protesters have demanded the resignation of Prime Minister Edi Rama.
The tourist complex is planned to be built in Zvernec on the mainland and the nearby island of Sazan in the Adriatic Sea.
