Have you tried different power sources and cables?
Additionally, you may need to be extra patient:
Maximise the life and lifespan of the rechargeable lithium-ion batteries in your MacBook, iPod, iPhone and iPad.
www.apple.com
If none of that works, I assume the battery is too far gone.