It seems very strange that nothing even lights up. But some gear does shutdown when the battery dies because the operating system crashes on the bad data I guess. I can't recall hearing that the DX7 was that bad and would expect it to boot up with blank patches.

But for the sake of changing the battery in case it is causing a problem I'd try that first before deciding you have a hardware power problem that won't be as easy to remedy.