That shouldn't be happening! Please refresh the page if you don't see a "Join Class" button next to the online class. One should appear after refreshing the page, and classes become joinable about ten minutes before the class start time.
Please note that if a class session is full or if you're very late you will not be able to join it. Class spaces cannot be reserved ahead of time, so be sure to get online early!