MILC Preservation Act of 2011 - Amends the Food, Conservation, and Energy Act of 2008 regarding the milk income loss contract program to: (1) make the current producer payment formula permanent, and (2) revise the payment rate adjustment for feed prices by deleting the subsequent adjustment authority provision.