Since Kuala Lumpur became a Federal Territory of Malaysia on February 1 , 1972 , the city has been led by seven mayors . Kuala Lumpur later achieved city status in 1972 , becoming the first settlement in Malaysia to be granted the status after independence . Later , on February 1 , 1974 , Kuala Lumpur became a Federal Territory .