The Liga leaders laboured in the attacking front, but Brazilian defender Miranda found the net on 72 minutes from a corner, before Diego Costa scored his 27th league goal of the season from the spot in added time.
Elche defender Christian Sapunaru was dismissed for the foul in stoppage time, having also conceded a spot-kick earlier in the half, which Manu Herrera saved from David Villa.
