How can I prevent stock Android browser from loading last visited page?
You can close all the pages via Menu -> Windows before exiting the browser.

If you want the last page to stay loaded and not reload, you have to make sure the browser isn't killed or forced to give up memory by Android.  In other words, use only lightweight apps or don't use anything, and hope your system behaves :P