Add chopped turnips to 3 quart or larger pot, and fill with water. Cover with lid, and bring to boil. Boil turnips until very soft, about 30 minutes. Drain turnips in colander, emptying pot of water. Let turnips sit for about 5 minutes to steam out, then transfer turnips back to pot.