Finally solve the problem...
It works after I perform the following cut and paste at /etc/udev/rules.d/51-usbblaster.rules
# USB-Blaster
SUBSYSTEM=="usb", ATTR{idVendor}=="09fb", ATTR{idProduct}=="6001", GROUP="blaster"
SUBSYSTEM=="usb", ATTR{idVendor}=="09fb", ATTR{idProduct}=="6002", GROUP="blaster"
SUBSYSTEM=="usb", ATTR{idVendor}=="09fb", ATTR{idProduct}=="6003", GROUP="blaster"
# USB-Blaster II
SUBSYSTEM=="usb", ATTR{idVendor}=="09fb", ATTR{idProduct}=="6010", GROUP="blaster"
SUBSYSTEM=="usb", ATTR{idVendor}=="09fb", ATTR{idProduct}=="6810", GROUP="blaster"
# BeMicro
SUBSYSTEM=="usb", ATTR{idVendor}=="0403", ATTR{idProduct}=="a4a0", GROUP="blaster"
I received this info from:
http://www.alterawiki.com/wiki/quartus_for_debian_wheezy