Although "Remember my password" option is checked on login window and "Don't save account credentials on this computer" option is unchecked, Steam client does not remember my login password. I have to enter my password (not my user name) whenever Steam starts.
I have two computers. I face this issue on Ubuntu 16.10 64 Bit. It can remember my password on my other computer, which has Windows 10 64 Bit.