Issue started from the past few days. Did a fresh install of Windows, since then the device has issues during startup. The device will either freeze with windows logo on it or i get a black screen. However if I access BIOS utility during startup, the device boots properly and I will be able to access the login screen. 

Found no issues during hardware scan using lenovo solutions center. Even installing using Windows 8 recovery media and upgrading it to windows 10 has not helped either - I face similar issue with windows 8 reinstalled using recovery media provided by the manufacturer. Any solutions will be welcome. Thanks in advance.