Madrasah Quamrul Huda Rahaspur was established in 1985 as a self-financed Islamic educational institution with the noble intention of serving Deen-e-Islam. At the time of its founding, Rahaspur village was situated nearly five kilometers away from modern connectivity and educational facilities, which made access to both Dini Taleem and modern education extremely difficult. Recognizing this urgent need, the Madrasah was created to spread the light of the Qur'an and Sunnah while equipping students with essential worldly knowledge.

The institution began its educational journey on a humble piece of four kattha of land. Over the decades, the Madrasah has operated primarily as an independent, self-financed establishment, growing steadily through tawakkul 'alallah, sincere dedication, and collective community effort, alongside occasional special donations for specific institutional needs. Validating these decades of hard work, the institution has achieved official recognition under Registration Number 397/2012-13 and is proudly affiliated with Banaras Al Jamia Tus Salafiah (Markazi Darul Uloom), Varanasi.