The magic has happened
After rebooting again, it automatically loaded usb core and usb uhci modules. These 2 are showing up in lsmod. I am able to mount my flash drive but only with root login
Thanks a lot to you guys. It worked only after disabling plug n play OS in Bios. Thanks to michaelk for the link.