if he hadn't spotted it, it would look like him conceding the match. Which is exactly what it was
It's definitely a loss of that game, I dunno if it's a loss of the entire match/set. I guess that's ref's discretion. He's either dumb as a brick or hoping you are 
Anyway, welcome to the forums.
Anyway, welcome to the forums.