If I remember correctly there is some kind of clip which locks it in place on the top, between the bottom of the seat and the top; so you can't simply pull it out.
It you stick your hand inside the glove box and feel around at the top of it for the groove (will be in the center towards the front) and then push that up while pulling the box forward.