Answer
The capacitance increases.
Work Step by Step
We can write the general equation for the capacitance of a parallel-plate capacitor:
$C = \frac{\epsilon_0~A}{d}$
Note that $d$ is the plate separation.
If $d$ decreases, then the capacitance increases.