 Growing up in Huntly, Anderson played rugby league for Huntly United alongside fellow future motorcycle champion Ginger Molloy.He joined the Suzuki factory racing team in 1961, racing the factory's 50cc, 125cc and occasionally 250cc racers.During his team membership, Anderson was double World Champion (50cc and 125cc) in 1963 and retained his 50cc World Title the following year.