The story
Perhaps because it resembles a bedraggled mouse when washed up on shore.
Etymology from Wiktionary, CC BY-SA 4.0.
sea mouse
Today it means: A marine polychaete worm (genus Aphrodita) with the body covered in a dense mat of setae. Full definition →