Finally fixed it!
It looks like when I removed the "WP SUPER CACHE" plugin a few weeks ago, it didn't completely remove itself and was throwing an error. I turned on debugging mode and was able to find the error.
For those who run into this problem in the future, please use these steps if you've ever had WP SUPER CACHE installed...