Is it possible to ask a refund for theme that I have purchased and is now unavailable to download?
No, take a look here: http://prntscr.com/jblruk
I have gotten a refund in the past. If the theme was taken down because it was junk and never should have been sold in the first place then you should get your refund!
Try your luck.