Mix baking soda with water to create a paste and apply to the area to be cleaned. Let it sit 30 minutes, then spray with vinegar, wipe clean, and rinse.
There are many products on the market but white vinegar will work about as well. Vinegar is acidic and will dissolve the alkaline lime. You just need to devise a way to soak the fixtures and the affected areas.