Actually it's the energy - think of a static shock, which is similarly in the kV range (or higher) and thus the instantaneous current and power is also very high; but it doesn't last long enough to cause any real damage (i.e. the amount of energy imparted is tiny.)
Yes, but... https://www.youtube.com/watch?v=8xONZcBJh5A