It's kind of hard to see it's outdoors.
You can't remove it but you can replace it. Click on "Mt Stuff" find your entry and click edit entry. Then upload a different photo. I think you could find a suitable replacement for this contest.
It looks like this photo was taken indoor. I see a wall in the background.