When using the Set/Unset Database Password command you must set the database password to the current PRS Supervisor password. Failure to do so will result in a PRS startup error. The PRS Supervisor password is set from the Supervisor password dialog which can be opened with the PRS File->Logon->Supervisor menu command.
Do not forget the database password, if you do you will never be able to read your data again.