Replace QR ASAP, they're O.K. on rims brake bicycles, but disc have too much power for those quick release to properly hold onto.
tighten the little nut a bit (as pictured), then as James said, wipe it down with alcohol (take out the pads, wipe that down with the oil, then sand it down a bit to ensure there's very little contamination occur).
Ed - you are recommending wiping the pad (the friction surface that clamps the disc) with oil? That sounds unwise to me.
Ed - you are recommending wiping the pad (the friction surface that clamps the disc) with oil? That sounds unwise to me.