fritzdsouza was correct. I also had to install the php-gd library which is used by WordPress to resize the images. Tested on 2.7.1
If you have access, on CentOS or RedHat you can run:
yum install php-gd
*Note: There was also mention of ImageMagick needing to be installed, but that did not solve the problem.