I'm not sure why, but "non-prestigious" feels more "correct" to me. I know that those prefixes aren't identical in meaning though, so both could be words with slightly different meanings.
What about objects that cause you to lose your recently acquired prestige?
The un- prefix is a highly productive morpheme English; dictionaries would only waste space by listing every possible un- word.