Seniors Emergency Hardship Relief Act of 2011 - Amends the Internal Revenue Code to exclude a qualified senior distribution from gross income for income tax purposes. Defines a "qualified senior distribution" as any distribution to an individual from a tax-exempt retirement plan if such individual is at least age 65 at the time of the distribution and the distribution does not exceed the lesser of $10,000 or an amount equal to the sum of necessary repairs to the taxpayer's principal residence, medical care not compensated for by insurance, and expenses incurred in a disaster area in which the taxpayer's principal residence is located.