Distinctly unattractive or unpleasant to the eye; homely. A euphemistic and humorously politically correct term, usually said of a person. Primarily heard in US, South Africa. Deborah's new boyfriend is a bit esthetically challenged, but she loves him and I guess that's all that counts.
See also: challenged