Annoying “Remote System Explorer Operation” causing freeze for couple of seconds

Eclipse -> Preferences -> General -> Startup and Shutdown.

-Uncheck RSE UI.

Eclipse -> Preferences -> Remote Systems.

-Uncheck Re-open Remote Systems view to previous state.

Update your Eclipse to 4.3.1 (at least) due to a bug on previous version.

Restart Eclipse and its done.