No, I was watching videos on youtube before flight and they had remove chocks option in EFB, after you start the plane you can't get out of cockpit anymore to remove chocks, I will have to remember to do it before starting plane.
EDIT: I can confirm this works.
Thanks CptSpeirs
Change panel state didn't helped for me, I changed to ready for takeoff (there is no ready to taxi), got message in EFB that chocks are removed but I still had them on wheels. And couidn't taxi.