Answer
Classical electromagnetic theory predicts that accelerating charges emit electromagnetic radiation.
Work Step by Step
The orbiting, accelerating electron would radiate continually. It would gradually lose energy as it spiraled inward to crash into the nucleus. (This is analogous to satellites that encounter atmospheric drag and eventually fall to Earth.)
This is discussed on pages 608-609.