Just take it out. Then put this code in instead:
figure;
% Enlarge figure to full screen.
set(gcf, 'units','normalized','outerposition',[0 0 1 1]);
If you don't want the video on it's own figure because you need other controls, then make a GUI with GUIDE and put on an axes of just the exact size you want.