I made essentially this argument in the thread for the google announcement about beating stockfish and was down voted mercilessly.

I think neural nets and deep learning systems are misunderstood so profoundly because humans are bad at many kinds of reasoning and the explanation of the neural net being "smart" is so psychologically appealing.