As the test says, it has issues with the EEPROM. EEPROM is the Electrically Erasable PROM, which is like an EPROM, except it is erased electrically instead of using UV light, therefore it does not have the window on top. That's where the board saves settings, and it doesn't require a battery. Look for the chip and replace it or check its traces, it may be bad.
Regards.