So, after all this long I figured what the issue is. It's to do with blower under the dash. Apparently, when you change the angle of the air blower, esp for hot air, the blower struggles to change the angle. That's what sound is from. Getting a new blower will cost about 300 to 400 bucks. My mechanic told me to wait till it stops working completely.