I remember repairing a very similar amplifier four or five years ago.
The problem with this amplifiers is the stand-by power supply. Next to the power inlet, you will see a printed circuit board with a CMOS40xx something IC, a relays, some passives,... The circuit in question is fed by a capacitive power supply. The cap has gone bad and the start-up circuit fails to switch on properly because the power supply voltage drops almost to zero.
Can you post a top view of the board located next to the power inlet? Then I can tell you which capacitor you have to replace.
When ordering a capacitor: be sure to replace the capacitor with an X type capacitor. Otherwise a surge on the mains might destroy the complete circuit.