That is not really a moodle issue. If you remove the file extension, many computers will not be able to recognize it as a pdf or whatever file type it was any more.
Except I thought this dialog box shown was Moodle giving me the ability to change the display name, not the file name (which remains the same in its server location).
I will try storing the file somewhere else and pointing to it. Thanks.