Solution found: apparently PHP Development Tools didn't install when I installed it the first time.

Had to go through the installation process about 3 times before it actually showed up in the "Installed" tab of Eclipse Marketplace.

Once it showed up as installed I just had to close any open .php files and re-open them. The syntax hilighting looked correct as soon as they were re-opened.