When I moved to Florida from Michigan the only thing I had to go by were the pictures in the ads and on their website. When I got to Florida I found out the apartment complex they posted so many really nice picture of didn't look anything like the pictures at all. It was horrible ! They so badly misrepresented this complex I didn't want to live there. I thought my apartment would look like the pictures they showed, but it was nothing at all like they were showing. Would this be considered fraud ? They misrepresented these apartments very badly.
Probably not. Usually fraud in respect to the condition of real estate excludes anything that could be discerned with a quick visual inspection of the premises and the usual rule is buyer beware.
But, perhaps if the pictures were of a totally different complex, rather than merely selectively taken so as too make pictures of the actual complex seem better than they usually are. You could complain and try to get them to voluntarily let you out, but it is fairly unlikely that they would agree and litigating the issue would be nightmare and not very likely to succeed.