The majority of protests involve taking over space temporarily; that alone doesn’t make them not peaceful.

They weren’t invading/forcing their way into spaces that they weren’t already openly invited to be in, nor were they violent towards officials that were demanding they leave (self-defense aside).

If peaceful protest is going to be consistently met with violent police response; maybe they should stop being peaceful from the outset.