After doing some more searching online, it looks like the runtime path was changed to "" when I <make install>. I found what I believe to be the culprit in: /home/pi/Downloads/temp/strawberry-1.0.2/build/src/cmake_install.cmake
Changed the "New_Rpath" to be the same as the old and it worked fine. I am guessing the Rpath only gets changed when installing it using <make install> and not for the compiled binary.