It is permission problems on temp folder. Some people like me keep to make things clean, so I remove local tem and tmp variable from user profile (Standard system wide %windir%\temp is used then). As it turns out it has no permissions for users, so I just added Everyone group with Full Control and it works.
I even didn't have to restart Chrome :D
