Perpetual Black screen during installation.

I tried to install a Lubuntu on an old atom CPU netbook with a usb drive but can't seem to installl. I booted the netbook and able to select the language and the option run Lubuntu without installing or Install Lubuntu etc. However whenever i try to install the Lubuntu, it is stuck is a perpetual black screen with a "_" blinking. Or tryin to run Lubuntu without installing will cause the netbook to restart itself.

I had tried to boot the usb with my other computer and the usb seems to be working fine.

Any suggestion on how to proceed?