Wipe the table with a phosphoric acid based metal prep, let it sit for a bit,
wipe it again until the brown rust stain goes away, then I spray it with alcohol, dry it with paper towels, a wipe with WD-40 and forget it till you weld with flux again. -----
I think that was the longest sentence I have ever written.