It is a security feature that prevents unauthorized access.
In order to rejoin the event that has been locked if everybody has left it, the account owner will need to go into event settings (“Edit Event”) and uncheck the “Event locked” checkbox.
After that participants will be able to join (with the same link Unless a new link is needed) and the event can be locked again if necessary.