Two years ago, United won 3-2 at home but lost 1-0 away at Celtic Park.
Rooney told BBC Sport: “It was a great atmosphere both times so I am really looking forward to playing them again.
“I am sure our fans will be up for it and the players certainly will be.
“They had one of the most hostile atmospheres when we played them there, and hopefully we can return the favour and make it a really hostile night at Old Trafford. I am sure we will give the fans a really good performance.”