With the removable media in place, go to My Computer.
Right click the device, open properties and then the Autoplay tab.
For each file / content type in the drop-down list, select "Take No Action".
The next time you insert it there should be no autoplay.
"Should" is a much-overworked word in IT, btw...
SD