Norling began his career in sign-writing, later training in painting at the National Art School, Sydney, and the Royal College of Art, London, UK. He was a secondary school teacher, lecturer at Alexander Mackie (later City Art Institute), Meadowbank TAFE, ABC presenter and educator at the Art Gallery of NSW. He also worked as a curator and writer during his diverse career.