That photo is the work of Sergey Prokudin-Gorsky
http://en.wikipedia.org/wiki/Prokudin-Gorskii
A nice collection of his photos here:
http://www.loc.gov/exhibits/empire/
The weird colors in some of his photos were because he used red, blue, and green filters to make a composite which produced the "color" photo.