The story
From eagle + stone, because it was said to be found in eagles' nests.
Etymology from Wiktionary, CC BY-SA 4.0.
eaglestone
Today it means: A concretionary nodule of iron oxide with a loose kernel inside such that it makes a rattling noise, formerly used for magical or medicinal purposes. Full definition →