The story
Compound of old + man's + pepper, presumably so-called for its pungent flavor (see quotations below).
Etymology from Wiktionary, CC BY-SA 4.0.
old man's pepper
Today it means: Achillea millefolium or common yarrow, a flowering plant native to temperate regions of the Northern Hemisphere. Full definition →