You try turning it on AFTER you unplugged it? Sometimes when you turn it on while charging, it'll show the battery icon.
If its fully charged and still connected to the tablet when you're trying to turn it on, try disconnecting it, then turn it on.
Im on a pony. ...Wee
Separate names with a comma.