Nørby was born in Copenhagen, Denmark, the daughter of opera singer Einar Nørby. She studied two years at the Danish Royal Theatre. She has received a number of awards and recognitions including the Ingenio et Arti medal in 2006. At the 27th Guldbagge Awards she was nominated for the award for Best Actress for her role in Freud's Leaving Home.