Inherited from Middle French fange, from Old French fange (“mud, addle, mire”), from Vulgar Latin *fanga ~ *fangus (“mud”) of Germanic origin, see there for more. Compare Spanish and Italian fango m. Doublet of fagne (“marshland, fen”).
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