Stylish left sided midfielder Scott Musgrove was in the Norwich City Under 15 squad that won the Northern Ireland Milk Cup in August 2001. At the time, he attended Bourne High School.

He joined Leicester's Academy but moved onto Stoke in April 2003. He had a trial with Cheltenham in May 2005 alongside West Ham's Sosthene Yao and Birmingham's Davion Hamilton. This materialised into a permanent move with Scott signing a one year professional contract with the Wiltshire side on 7th July 2005.

In December 2005, Scott joined Circencester Town on loan to get work experience. Returning to Cheltenham, he was released at the end of May 2006. He returned to his hometown and signed for Stamford. In October 2006, he transferred to Grantham Town. He joined Corby in March 2007. In August 2007, he moved to Rugby Town. He retuned to Stamford in June 2008