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Found the solution. It appears the Desktop is a full screen app. The fix is to disable "When I'm using an app in full screen mode" under Automatic Rules.
More info: the issue is related with Nvidia GeForce Experience In-Game Overlay. See relevant thread here. I've tested with my machine and turning off In-Game does fix the issue.