is evaporated milk supposed to be chunky?
Spoiled evaporated milk shows the usual signs: changed color, lumps, funny or sour smell, or off taste. Generally, if anything about the liquid seems to be off, discard it. Same thing if you stored evaporated milk leftovers for more than a week. Yes, even if the dairy product appears to be perfectly fine.