What is the procedure of getting refund from educational institutions?

Hi Team, I took a online course and while taking a course, the institute converted my fee into EMI of educational loan from private loan provider. Now I dont find the course relevent and want to withdraw from it. I requested for refund but they have declined it. Could you please suggest me if still I can some how refund my money or any option is there for the same. Thanks.