Well, if the set interest rates lower than the natural rate then they will have rising inflation and output which will mean an ever increasing natural rate and even faster inflation until eventually the economy moves into hyper-inflation and their control over the medium of exchange collapses.

FORBES: How To Keep Zero Interest Rates Forever