ABIT boards had some problems w/ bad caps a while back. I have a KT-7 RAID I'm still gonna resolder some back on. I've only ever had the problem on an MSI board.
You could probably try desoldering the old and soldering new ones back on there. RadioShack probably carries replacements. Just make sure you don't get smaller than what you have. They're probably 1500uf or 2200uf @ 6.3v. If I'm not mistaken, they carry some 2200uf @ 10v which will do just fine.
Either way, your board is no good.
Here's a step-by-step on a VP6, but the steps are pretty much the same w/ all mobos.