Rutherford predicted that electrons orbit around the nucleus. However if this was the case, they would be accelerating because of their constant change in direction. According to Maxwell, accelerating charged particles are the source of electromagnetic radiation. So, an orbiting electron would be losing energy and would then collapse into the nucleus.