Static is frequently linked to grounding and picking up noise from the environment (LED power supplies are horrible) or bad wiring or... a million other things.
A lot of things happen when off/on an amp or power supply, including emptying a lot of capacitors. There might be a component that touches the chassis (leaking) and builds up charge over time, speed depending on relative humidity. The minuscule temperature changes during the power cycle.