Click on the little icon with the horizontal line right next to the tab where it is written "Perspective view" on the right. Then find where it is written "Show Aspect Frame" and uncheck it.
And there you go!
Keep it mind though that it only visualy remove the layout. It is still in effect when rendering! You can just toggle it back on anytime you want if you want it to show again.