"We're delighted he has decided to pledge his future to us," Forest chief executive Mark Arthur told the club website.
"We're proud of our record of developing fine young talent, and Wes certainly falls into that category."
Morgan has notched up 41 appearances already this season and 128 in total since making his debut against Port Vale in the League Cup in August 2003.