Believe this is him:

1860 United States Federal Census

Name: Newton Riche
Age: 33
Birth Year: abt 1827
Gender: Male
Birth Place: Tennessee
Home in 1860: Ranges 5, 6, and 7, Calhoun, Alabama
Post Office: Mount Polk
Occupation: Farmer
Name Age
Newton Riche 33
Gera Riche 41
Elisha Gora 26
David Gora 4
Josephine Gora 2
William Riche 7
Albert Riche 6
Thomas Riche 4
James Riche 2
Child Not Named 1/12