Raiden II may not save high scores at all. The battery may just save the game settings - freeplay, difficulty etc. I have a few boards like this.
Change the settings, get on the score table and then cycle the power. If neither have saved then I guess you will need a new battery. If only the settings have saved then I imagine the board does not save high scores.