According to Opera, the Opera Mini Beta version went out of the Windows Phone store due to some unexpected hiccup in Windows Phone store.
Unexpected hiccup in WindowsPhone store. Working on getting opera mini (beta version…for now) back to you all 🙂 #weloveWP /Ruth
— Opera (@opera) February 2, 2015
Thanks Dhandu for the tip. Cheers!!