You might try another charger, if you have more than one. (Maybe even try a cigarette lighter charger... if you have one?)

In the past I saw similar behavior on my friends tablet... and when we tried it with my charger it started to charge. Likely what happened is that the charger couldn't provide enough power to power up the tablet and start charging completely empty battery.