Go to
(as of July 25, 2015)
File -> Settings -> Appearance & Behavior -> System Settings -> Un-check “Reopen last project on startup” -> Click apply
(old version)
File -> Settings -> General -> Startup/shutdown -> Reopen last project on startup.
Un-Check the checkbox.
Or, on the Mac, Preferences -> General -> ….