No. Legal resident aliens are taxed just as US citizens. Therefore, if you do not meet the income requirements to file, you do not need to complete a US tax return.
For 2017, the income threshold for a married couple is $20,800-$23,300, depending on your ages.
If you would like more information for filing as a legal resident, follow this link: Taxation
of Resident Aliens