Me And my spouse want to get married but can't afford a big wedding Android we want to do it at the court house And this is our first time

It's not your "spouse" yet, not until you are married. So go to the courthouse. Make sure there are no blood tests required (or if there are, get them). There might be a waiting period between applying for the license and the actual wedding ceremony.