Common Causes
Manganese dissolved from bedrock or from nearby disturbance (mining, etc.). Manganese above the SMCL of 0.05 mg/L will cause these symptoms.
Possible Solutions
Water softener (low concentrations of manganese if recommended by manufacturer), oxidizing filter for higher concentrations (pH adjustment of water may be necessary to optimize removal).