Moore later scored two goals in two matches between on 20 November 2010 and 27 November 2010 against Scunthorpe United and Burnley. Derby manager Nigel Clough was keen to extend his loan until the end of the season in December, but after scoring in a 5–2 defeat against Nottingham Forest in the East Midlands derby game at the City Ground, Moore returned to West Brom stating that he wanted to keep his options open for the January transfer window. Moore scored 4 times in 13 league appearances for "The Rams" of which 9 were starts.