How to clean corrosion from PSP analog stick connector?

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My PSP has been sitting in a drawer for several years and upon picking it back up the analog stick didn't work. So I went ahead and opened it up and this is what I saw:
The connector seem corroded (zoom in the image), which is strange because there's nothing wrong anywhere else.
Any ideas on how to clear/fix this?
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