I don't know about the rest of the story's legality, but agreeing to the rent and then complaining afterwards - well, that shows a lack of due diligence and marketplace knowledge.

Given the ups and downs of real estate prices in Qatar, people in the same building in the same style apartment may pay different prices - that they negotiated at the time of the rental agreement. Nothing illegal on that point.