The lowest powered aeroplane I can think of is the English Electric Wren from 1921, powered by a 7.5 hp ABC engine.
One still exists, on Shuttleworth, and it is still flying, but these days accelerated to flying speed by a bungee cord.
I believe that the first Birdman was powered by about the same amount of power, but later they used 15 hp engines.