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By the publishers and owners of the games, as it is their legal right.

Not by Steam.

The difference is, the company can remove the game from the store, but not my games library. I can still continue to play them long after purchase.

Exactly, I have a few games that are not listed or sold in Steam, and I can still install and play them.