Ok, I found that auto completion works, but it's showing up on the wrong monitor which I had off. I have a dual monitor setup that I use in Windows. Looks like this:
http://dinofly.com/images/wrong_monitor_geany_autocomplete.jpg
Auto complete is showing up on the left monitor which is super annoying. Can I control the position of this?