You can fix it by replacing the electrolytic capacitors around the IR receiver chip (U 2506 B). Likely you are fine by just replacing the 22 uF / 6.3V connected to pin 3 of that IC but when you are at it maybe replace the larger 22 uF / 10V and the 4.7 uF / 25 V as well.
Certainly that also applies to other products using the same IR circuit.