You can leave a public or private space at any time unless you're the only space admin. In that case, you’ll need to add another admin to the space first. In order to leave a locked space users must ask the locked space admin to delete them from the space.

You’re no longer a member of that space. Your profile picture disappears from the list of space members. The space also disappears from your Home page.