Could you please try to change it in Viewer on the security tab of the connection properties window. (Right click on the connection thumbnain -> Connection properties -> Security)
If it doesn't help, you can setup new password on Host. Right click on the system tray icon -> Settings for Host -> Settings for Host -> Security -> Change password. After that you should change it in Viewer too.