Gionta's goal in the second period gave the Habs a 2-0 lead and he wrapped up Montreal's scoring with his seventh of the year in the final frame.
Price stopped all 17 shots he saw, registering his second shutout of the year and 14th of his career.
Martin Biron turned aside 27-of-31 shots as the Rangers saw their seven-game winning streak snapped.
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