Circe also used it in the Odyssey to turn Odysseus's men into pigs. Odysseus prevented succumbing to Circe's poison by taking galantamine from the flowers of Galanthus nivalis, which is an acetylcholinesterase inhibitor. Galantamine counteracts the effects of anticholinergics by inhibiting the enzyme that breaks down acetylcholine.
What's that based on? I can't seem to find any mention (in this translation at least) of what Circe used. Beyond just "evil drugs", "baneful drugs" etc.
https://www.perseus.tufts.edu/hopper/text?doc=Perseus%3Atext...
At any rate it's not a translation issue. You can see in your link, which also has the original Greek, that the phrase used is "pharmaka lugros", which means precisely what the translation said. Maybe there is some other tradition besides Homer that handed it down, but it's healthy to have a lot of skepticism with claims like this.