This can be done using
My Screen Recorder Pro.
Click on the 'Settings' icon on the toolbar, go to 'Display Options' tab.

Select the checkbox for 'Hide desktop icons' under 'Change Windows appearance during recording' section. When you start screen recording, then the desktop icons will be hidden.