You are close....
That setting is under Finder Preferences. Not in System Preferences but under the Finder menu/Preferences.
Click anywhere on your desktop, so you can see Finder next to the Apple menu.
Click on Finder/Preferences, then General tab. There is a list of several items for Show these Items on the Desktop. You can turn off whatever you like.