A euphemism for ugly. A politically correct term similar to "mentally challenged", "vertically challenged", and "horizontally challenged". (Which meanretarded, short, and fat, respectively.
"In Washington D.C. and Santa Cruz, California, it's actually illegal to discriminate against people who are aesthetically challenged. Damn liberals..."
"I'm not ugly! I'm just *aesthetically challenged*!"