Do I get attacked and resources taken from me when I am not playing the game or I can get attacked..

You can be attacked at any time. If you are online then you have a chance to teleport away possibly if you want to escape. We would recommend joining an alliance and moving to the same area as other alliance members to try to deter attacks. When possible you can buy shields to use to keep you safe when you are not on line.