Thanks Paul, Doc, and Grainger for all of the pointers.
After many days of chopstick testing, number of times of resistance and voltage readings, number of joints reheating, and resistors and capacitors swapping, I located the cause finally!
It turned out to be the 22.1k ohm metal film 3/4w resistor that was connected between pin 6 and pin 1 of the left channel. The resistor's external did not show any problem but it caused the crackling. May be internal issue.
Anyhow, the new resistors I purchased last week arrived today and I clipped the new one on. The crackling is no longer there. Back to pure music!
I decided I will replace all of the resistors (220 ohm, 22.1k ohm, and the 470k ohm) for both channels in the next couple of days.
Thanks again for the support and helps!
Have a wonderful week,
Milton