Midtsjø made his debut as a 16-year-old in the Norwegian Cup in May 2010 against his childhood team Stjørdals-Blink. Not long later he officially became a part of the Rosenborg squad. However, during the summer, Rosenborg brought in new players and decided to send him out on loan to local second tier team, Ranheim for the rest of the season.