The Boro loanee carried the ball from inside his own half before finishing from a tight angle to make it 3-1 at the Banks's Stadium.
It was Chapman's first senior goal, having hit the bar in his previous two matches against Crewe and Coventry.
Click here to see the team in full and watch his solo goal below.
