No. However, you can right-click it and select "Properties -> Don't Move Files to Recycle Bin, Remove Files Immediately." This will disable the Recycle Bin functionality and make any deletion process a permanent one. Moreover, you can hide it from the desktop through the Desktop Icons Settings.