Two possibilities pop to mind here, given the location of the noise:
1. The optoisolator at U3 is bad, which is a common failure point. Replace with a 4N35 or CNY17 - inexpensive and plentiful
2. The SCR at Q12 is bad, a less common failure point but does result in these symptoms (though ticking...