Instead of living in fear of your fridge's water dispenser, take these bad tastes as a sign to clean out your water dispenser ...
It is the Lord Kelvin’s Water Dropper aka Lord Kelvin’s Thunderstorm, invented in the 1860s by William Thomson, 1st Baron Kelvin, the same fellow for whom the Kelvin temperature scale is named.