How to remove the Finder menu bar when in fullscreen?

Trying to use an application in fullscreen mode, but if I move the pointer just a little too far when trying to select things at the top of the display the menu bar drops down instead.

Is there a way to disable this, either in per-app settings or from a particular monitor/display?

Using OS X 10.10.x