From Wiktionary, the free dictionary
Probably from fantastic (or fatigue) + possibly Welsh -od (“plural ending”). See also fantigue.
fantod (plural fantods)
- (in the plural, dated) A state of worry or nervous anxiety, irritability.
- An irritable outburst.