I don't have IT background. I studied mechanical engineering. Will it be difficult for me to study MBA from ITBM?

Yes it is! Having knowledge in mechanical engineering and shifting into ITBM is quite hard, because you have to learn from the basics and it will require more time to invest. But, if you have time and patience, then you will definitely get a good career change. As compared to Mechanical or Automobil