An earlier post described how to turn off autoplay when using Windows 8.1
Now, to do the same in Linux Mint :
Access System Tools > System Settings.
Choose “Applications & Removable Media”.
Remove the tick mark next to “Never prompt or start programs on media insertion”.
Autoplay is now turned off in Linux Mint 15.