How can I become a teacher after doing BE in mechanical engineering?

You need an M.Tech degree from a recognised university. You can pursue teaching as a part of the M.Tech course for gaining some teaching experience. Once you complete the course, you will get opportunities to be a full-time teacher.

It's a good option but try to get into the industry if possible, because teaching is a bit tough for Mechanical.