Chosen Solution

I opened up my imac to see why it was not powering on. When I disassembled the heatsinks, I found that the GPU heatsink is black from under. Does it mean that the GPU is burned out is the reason for it not turning on whatsoever.

That is a tell-tale sign the GPU chip has failed (shorted)