My low battery laptop can't open but I'm charging it?

My lenovo laptop's battery was near dead so I turned it off. I then charged it but it doenst work my laptop wouldnt even turn on?

Take the battery out and run the computer off of wall socket power. Does it turn on now?
This seems to be common with Lenovo laptops (mine included) and is something that happens every once in awhile.