Ok, I have got it all working. But something should be updated on the website for compiling from sources.
In order to use MKL, I had to include this:
-DMKL_LINK=dynamic
as a flag for cmake. But there is no mention of this in the cmake flags listed on the website. I think this must be new. Someone please add this.