You cannot change your purpose of visit later on as it will not be admissible.

No, your Schengen Business Visa cannot be changed to another form of visa. Your intention of the visit is short-term, and as soon as this is over, you are required to leave the country. However, once you get back to your home country, you can apply for another visa from Belgium.