Crouch hooked in right footed from 10 yards in the the 88th minute to avert a disastrous result for under-fire manager Rafael Benitez.
Yossi Benayoun gave the Reds a 19th-minute lead but Marlon Harewood (69) and a Fabio Aurelio own goal (72) threatened to win it for Villa.
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