This was my issue. What is the point of having a password if it is broadcast to everyone who has access to the website?
My work around was to enter the meeting settings and remove the password from there. The password is still active but its no longer displayed for the whole world to see.
A more sophisticated solution would be greatly appreciated but I hope this helps.