I usually use some old fuel, or if you don't have any handy, just plain ol' liquid dish soap and water. Let air dry thoroughly, and re-oil with air filter oil. Apply until the filter is moderately saturated.
When applying, use a baggy, because the oil is like snot, and hard to wash off your skin.