Sounds like you have a serious buildup inside that iron. Try putting straight white vinegar in it and let it set for several hours. Then turn it on the highest setting. Hold it over the sink and let it splutter away. You may have to repeat this.
Surgical instruments are cleaned this way to remove rust from hinges etc.