Can You Change A Wordpress Theme To A Custom Theme Free?

This might have a simple answer to it, but I know there are themes that Wordpress gives you to choose from for free. Is there any way that I could change the theme to one I found on a website without buying extra features?
And if not, what would I have to purchase to change it?
Thank you so much!