Jerry Robinson said this quote

“ So once I thought of the villain with a sense of humor, I began to think of a name and the name the Joker immediately came to mind. There was the association with the Joker in the deck of cards, and I probably yelled literally, 'Eureka!' because I knew I had the name and the image at the same time. ”