This is one of the mostly asked question by the Adobe Photoshop users and this mostly happens on the Adobe Photoshop CC. Here is a simple thing, go through this.
1. Goto File tab
2. Inside File >> Open Recent
3. Open Recent >> Cleat Recent FIle List (at bottom)
Now your recent list is empty and no more suggestion there to use the recent files.