I was able to fix this issue by matching my build version to the .NET version on the server.
I double clicked the .exe just to see what would happen and it told me to install 4.5....
So I downgraded to 4.0 and it worked!
So make sure your versions match. It ran on my dev box fine, but server had older .NET version.