The story
Named after New York Yankees baseball player Lou Gehrig (1903–1941), a prominent sufferer of the disease. The disease was known before Gehrig suffered it, but his fame led to his name being associated with it.
Etymology from Wiktionary, CC BY-SA 4.0.