Andalusia Township is located in Rock Island County, Illinois. As of the 2010 census, its population was 2,299 and it contained 920 housing …Andalusia Township is located in Rock Island County, Illinois. As of the 2010 census, its population was 2,299 and it contained 920 housing units. Andalusia Township was formed from Edgington Township in September, 1858.