Thanks everyone for the tips. I have tried basically every recommendation suggested here - including "keep using it".
I have sanded it down, more than once. I have used just about every oil you can think of - canola, grapeseed, vegetable, flaxseed oil, corn oil, sunflower oil, olive oil, etc...