The capacitance of the capacitor is the ratio of the amount of electric charge stored on the plates of the capacitor to the voltage.
Mathematically express as:
Where is the capacitance, is the charge stored in the capacitor, and is the voltage.
Therefore according to the above expression, the capacitance will be negative whenever the net voltage across material changes in the opposite direction.