Calvert-Lewin was a second-half substitute as he made his latest comeback from injury.
He later said: "You can see the emotion at the end with the lads and the fans. It's been a tough start to the season.
"It's been frustrating personally to not be involved as much as I would have liked.
"Football is a funny old game. When I came off against Aston Villa my own fans booed me off. Today they cheered me. I'll relish this and take the rest with a pinch of salt."