The left component (阝) resembles a steep hill or cliff. The right part, with its elements suggesting walking and a drop, visually depicts something or someone stepping down or falling from it.
'KOU' — Think 'GO DOWN!' as something is falling or you are descending.
'FU' — 'Phew!' when the rain *falls* (降る) heavily.