The Moroccan put in one of his best displays in a Red Devils shirt against Manchester City in the FA Cup final.
United won the game 2-1 to lift a trophy and resurrect their pride after a miserable league campaign.
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Like a prime Gattusso today," the former midfielder wrote on his Instagram story alongside a picture of Amrabat after the game.
Scholes has been extremely critical of the United team over the past 12 months.
He also praised youngster Kobbie Mainoo later on social media, writing: "Read a few comparisons between me and this kid last week...don't waste your time, he is 10 times the player I was at 19.
Just love the way he receives the ball, the calmness, the awareness of what's around him and of course big goals in big games. This boy is special, and he's a f****** Red laters."