OK, I’m thinking about songs related to science, or inventors. The tile refers to the Thomas Dolby song, but my first thoughts were:
Edison’s Medicine – Tesla
Stupid Einstein – The Three O’Clock
Sigmund Freud's Impersonation Of Albert Einstein In America – Randy Newman
Tesla gets extra credit, since they named themselves after Nikola Tesla, and the song refers to "The Great Radio Controversy”.
Meanwhile, I know there’s gotta be more. Any help out there???