How to turn off frontend 'edit module' button Joomla 3.2.2?

In case anyone is still looking for this, it's now called Inline Editing. Located at System > Global Configuration on the Site tab.

Cheers

In the Joomla backend, go to System >> Global Configuration, and you will see an option called Mouse-over edit icons for, which you can simply set to none.