The chart-topping singer, 33, shared a photo of them together in a photobooth, captioning the image with a heart emoji.
The post was liked more than 1.5 million times in an hour.
London-born Adele and Rich, 39, based in Cleveland, Ohio, have been linked in recent months.
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