Derby's perseverance finally paid off as Strupar latched onto the end of Giorgi Kinkladze's lofted pass to stroke in an angled shot from the right on 66 minutes.
There was also a scare for Excelsior Mouscron goalkeeper Francky Vandendriessche, who suffered internal bruising to his right foot after a collision with Derby County striker Branko Strupar in training.