On August 16th 1974 on The Midnight Special Aerosmith performed 'Dream On' from their 1973 debut album, Aerosmith. Steven Tyler was 26 years old at the . Steven Tyler feat. Slash - Dream On - Howard Stern birthday bash, 2014. Steven Tyler fantastic show on American Idol. DREAM ON! Surprise performance by Steven Tyler at the Bluebird Cafe in Nashville on September 3.