I'm in a non-mathematical mood so I'm going to answer without invoking any engineering equations or theorems, if that's okay.
Capacitance is just how easily something stores charge. So a really big capacitance just keeps slowly filling up with charge as you push a current into it; the voltage rises slowly. For a tiny capacitance, you only have to nudge a little bit of current in there before it fills up and the voltage jumps up. What this means for voltage-controlled circuits (which most circuits are) is that you have to do more work (i.e. source or sink more current) to change the voltage of a large capacitance in a given amount of time than a small capacitance.
So, if you have a tiny little detector that can only supply a little bit of current, but you want the results to register on a big machine with a big capacitance on its input, then to get the voltage on the big machine's input to change fast enough to convey information, you need to somehow push and pull a lot of current there. The job of a preamp is to do exactly that. The preamp has a big, muscular output that can provide a lot of current to shift around plenty of charge fast -- perfect for quickly changing the voltage on your big machine's high-capacitance input as new information arrives. However, the preamp also has a sensitive ear: a low-capacitance input whose voltage will change dramatically at the slightest touch of current from the delicate little detector.
The slightly more jargoney way to say this is that capacitance is impedance. A capacitance C has an impedance of exactly 1/(j w C), where w is the angular frequency of the signal and j is the square root of -1.