In the TM5006, the DC power is provided by a switching power supply while the AC comes from a line transformer. Obviously there is a problem with the switching power supply; the primary suspect is the aluminum electrolytic capacitors which are probably worn out with age.
There is no beeper so I assume the beep is coming from the switching power supply when it tries to start.