I think you should inform the university about your situation and ask them to defer your semester if its close by and ask them to send the paper stating that you are defering the semester as you have got refused visa application.
Then collect strong financial proof and apply again. And also you have to show a strong home tie to make them believe that you will come back after your study.
Hope it helps.
Thanks