I want a job in airport like ground staff but I don't want to be an air hostess. Which course should I pursue?

There is no such course to become a ground staff. General graduation is enough to be a ground support staff. You should keep a track on the vacancy notifications as and when announced by various airlines from time to time. I'm sure many of those will fit as per your educational background.