Good day. Yes, you can use Case Study for your doctoral research in Agricultural Extension Education. However, case study belongs to quali-methodology. It is better to use mixed method (exploratory research design or explanatory research design). This depends on your research questions in your study.
This is my understanding. Hope it can help. Thanks.