Thanks to you, Karen and Dave,
I have already done so, changed the password, saved the new settings and also made my browser remember the new password. But when logging in again none of the passwords will work, neither the new nor the old one. I can only log in via the message which I received when asking for the reminder. No problem actually, but it seems a little weird to me...