Sounds like your water pressure switch is blocked. Hence no pressure to switch=low pressure light on!
Small white circular device with 2 wires (yellow I think) attached. Remove outer case, remove screw in pcb housing, pull forward, drain boiler, unscrew switch from pipe. CAREFULLY clear...