Quantum,
Since a capacitor takes on, holds and releases a charge, the voltage across it cannot change quickly, thererfore it filters-out high frequencies. Usually a higher capacitor value has better filtering, except at radio/TV frequencies where a large capacitor is actually an inductor due to...