Beauty Mountain and Agua Tibia Wilderness Act of 2011 - Designates the Agua Tibia proposed wilderness additions in Cleveland National Forest in San Diego County, California, as wilderness and incorporates them into the Agua Tibia Wilderness. Designates the Beauty Mountain wilderness additions in San Diego County, California, as wilderness and incorporates them into the Beauty Mountain Wilderness.