Single click and select whole word
Control-Click will highlight the whole word (as user3439894 has pointed out) - to prevent the context menu staying open without you having to press escape or clicking away, you simply need hold the mouse down for about a second.

To clarify:


Press Control key down
Click on word, holding mouse down
Release Control key or mouse - the context menu should disappear, but the word will remain selected