After countless trial and error, I could manage to solve this problem. It was related to solder fracture on PD42, pin 1 (Please look at SONY MBX-216 schematic). I refreshed the solder pad, and the laptop seems to boot properly. PD42 is responsible supplying power to reset circuit for the power regulator.
You can see the part at this link.