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Testing: [[Special:myLanguage/Non Existing Page|Non Existing Page]] gives Non Existing Page as it should!
This is an old issue which I reported to Ingo and Nikerabbit as a serious nuisance, so perhaps it was fixed some time ago and I had forgotten. I've removed the Trello card. Thanks for pointing it out.