Short answer: The PSP requires a battery to boot. Even with the AC adapter plugged in, the system checks for a battery presence and charge state before powering on.
Two scenarios where it might appear to work:
Just buy a $15 battery. It's safer, preserves the hardware, and keeps the clock/date working.