Reading Township is one of sixteen townships in Calhoun County, Iowa, United States. As of the 2000 census, its population was 588.
Reading Township was created in 1875. It was named for Charles H. Reading, a pioneer settler.
Reading Township covers an area of and contains one incorporated settlement, Farnhamville. According to the USGS, it contains two cemeteries: Reading and Saint Joseph.