Isn't there a factory reset function? If I remember correctly, there is, so use it?
This is finally what I did, but I did not find this function under 2.3.3, so I had to revert to 2.1 first to do a factory reset, then reinstall 2.3.3...
The empty backup file might be a quicker workaround