They're not out of power. They're just in some weird deep hibernation mode. Mine do this, too.

The work-around I use is to plug them in to the charging cable for a couple of seconds. They wake up, the green light comes on and everything is fine.

It's a strange problem, but it's not the specific problem you think it is.