I figured it out! Hopefully this will help anyone with the same problem.
In Visual Studio 12 I searched for "SystemTray" and found this:
shell:SystemTray.IsVisible="True">
A simple change to
shell:SystemTray.IsVisible="False">
fixed everything.
Thanks for the help guys!