Nope. Just tried it with a few delisted games I don't own / never bought a license for. As long as you are able to find the game in the Xbox app you can start the remote download. Finding the game with the bad search engine is hard, but if you 'find' the game via the recently played list of another player it's a reliable way to download the game. More @Wikipedia
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