Thank you for the advice CAVA and Jokeyman123. I tried the hard reset, that didn't seem to do that job. The issue here is it only powers up momentarily, like the screen goes white for a moment before its dead again. Not even the red-lights power up.
The white screen turning on is indicative that the power does indeed reach its essential components, but perhaps only momentarily before it goes back down. Adding to that one thing that I did notice is that, there is a voltage drop across the across terminals at the input jack, when I press the power-on button. Could this be indicative of a short-circuit somewhere in the circuitry?
I tried removed all the external components attached i.e. speakers, sub-woofers, pitch wheel, key-sensors, and tried to power the main unit alone, thinking perhaps maybe one of these external components could be malfunctioning/shorting, but no luck there either.
I also tried checking the LA5756 (link to its datasheet) switching IC installed on board but couldn't figure out how it was supposed to work. See if you can figure something out on the attached link. (Some debugging results I had on the IC: 12 volts on the pin 1, and there was voltage jump to about 0.6 volts or so, when pressing the power-on button on the pin 2)
P.S It's just really difficult to figure out if some voltage is wrong on the PCB, given its complexity, without a schematic 😕