Agree with Sweeper!
Using UUI 1.5.9.8 with Kali 1.0.9a had worked well in UEFI mode, dual booting with windows. But the latest release seems to be broken or the EFI boot files are not working as desired. Tried Win32USB, UUI 1.5.9.4, UUI 1.5.9.9, unetbootin, and even dd command to make a bootable USB. But it doesn't boot up in UEFI mode and stuck at a blank screen. And when the same usb is used in Legacy mode, the USB boots up with the kali boot menu..

One thing to note here, I tried the same procedure with Vmware workstation 11. Setup a normal partition for kali linux without the kali iso and enabled UFI boot from the menu. Then tried to install it from the same bootable pendrive. And yes, it worked absolutely fine! ..

Can someone please identify what's wrong with original laptop's boot setting with secure mode disabled.