And they had all those horses and oxen to pull the plows who produced the fertilizer.  Not to mention the horses pulling buggies and streetcars and delivering beer and such in the larger towns and cities that also produced fertilizer. 

The Polish Army met the German Panzer tanks and Stuka Dive Bombers with their horse mounted cavalry, as you may recall from your high school history days.