Do capacitors automatically release their energy over time?
Discharge the capacitors yourself. This is a common procedure. There is even a tool for that, although you can make an improvised one. from this post. Good discussion there too. Well-designed high voltage circuits have bleed resistors for discharging high voltage capacitors. Real (as opposed to ideal) capacitor has leakage resistance.