The story
They were first collected by Charles Darwin on the Galápagos Islands. The term "Darwin's finches" was first applied by Percy Lowe in 1936, and popularised in 1947 by David Lack in his book Darwin's Finches.
Etymology from Wiktionary, CC BY-SA 4.0.