In 1934, he formed his own band, Albert Ammons's Rhythm Kings. Their version of Swanee River Boogie sold over a million copies. Later he went to New York where he teamed with another pianist, Pete Johnson. They often played at the Café Society. Sometimes they were joined by Meade Lux Lewis. But they also played there with famous jazz musicians like Benny Goodman or Harry James.