The Austrian international finished calmly after being played through on goal by midfielder Mark Noble.
Showing great composure the forward put the ball low into the net past the helpless David De Gea.
In another poor Manchester United performance the 'red devils' looked far too open and they will be alarmed at the ease with which Arnautovic was played through.
The defeat comes as another blow to the Manchester giants with things not looking promising this season.