Posted by Toodledo:
Offline access is still being worked on. We had a setback when Google discontinued its Gears product, but we have transitioned our development to HTML5 and it is on track.
I'm really looking forward to it guys. Currently I'm struggling between using Outlook syncs and TaskAngel, but none of them are as flexible and feel as familiar as the official web version.
Good luck!