Sounds like you might just be entering your password wrong. Turning on Caps Lock wouldn't help, their point was if you had it on and the password was case sensitive, then using all caps would give you an error.
Or you might try just resetting the password and using a new one you're sure is right. I'm not even positive I remember mine for this site perfectly, since I never actually log out and so never have to log in.