Here is my standard advise. Follow the control line from the top of the air compressor head to the unloader control valve. Take both ends of that line lose and blow air through it. Then take the control off, clean and re-lube it with tacky grease (red) that is waterproof on all surfaces that can corrode and rust, especially around the spring.
Find a really small funnel or injector and put Marvel Mystery Oil or a good pneumatic oil into the head. There is a control piston that gets seized up with water and crud that holds the intake valve open and it won't let it close. Put the tube back on and work oil into that line at the top. 50/50% chance it works to free it up, so worth a try.
Re the control cleaning---keep track of the number of turns that the spring takes to take it out and put it at the same place when re-assembling. I first reset mine to about 125# and had the dryer relieving a lot so set it back to about 118.