Billy Davies' side led 2-1 from the first leg but lost 3-2 at Pride Park to send the game to penalties which they eventually won 4-3.
Former Sky Blues Stephen Bywater,Dean Leacock and subsitute Darren Currie played for Derby who will face either Wolves or West Brom in the final.