Deer Creek Township, organized July 1, 1873, and its railway village, platted in May, 1882, and incorporated December 26, 1899, are named for the creek flowing north through the east part of this township to the Leaf river.
Source: The Book “Minnesota Geographic Names: Their Origin and Historic Significance” Volume 17 – 1920 By Warren Upham”