It's just a high frequency step up transformer. The spark gap, capacitor and primary form a resonant circuit. The large secondary provides the step up. It is common to excite the resonant primary with something like a neon transformer.
I should probably read up before asking too many questions (at risk of sounding completely ignorant), but I am curious about what causes the effect.
Do the Tesla coils use a single, constant source of alternating current?