I had the same issue it was pain in my %#^ to unable to delete those files
Here is the way I deleted the PDF file:
Open Adobe-XI-PRO
Click File -
Click View All Recent File
Click - My Computer
Click - the unnecessary File (right Click un the pop-up window) and you can delete it.
Hope it helps
