Can I get married in a church with no wedding?

I’m catholic (shocker right?) and I’m thinking about my wedding, not engaged just maybe over (or under???) zealous. I’m a sinner and I’m trying to get back in touch with god, pray the rosary, go to church regularly, etc. One thing I’m very passionate about is getting married in a church, but I strongly dislike weddings. I think they’re a waste of time and money and there’s far too much drama. So, can I get married in a church with only my future fiancé and a witness or two, no guests or reception? I don’t want the dress or the cake or the big deal or even in front of my church but I don’t know the requirements and I don’t know if I can do a courthouse situation with the specification of being in a catholic church.

Edit: Thank you all so much for the advice! I couldn’t find anything on google and this really helped. Some people pointed out that the wedding IS the marriage part which I didn’t really fully know so that was neat! I’ll keep the title in case anyone needs it and that’s what they search. I enjoyed all the stories too! :)