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No. As US permanent residents, your parents do not need visas:
A foreign who has any of the following documents shall not require Mexican visa:
a) A document certifying permanent residence in Canada, USA, Japan, the United Kingdom of Great Britain and Northern Ireland, or any of the countries of the Schengen Area;