The Red Cross said it was receiving multiple calls for help from people trapped in their homes by the fighting - the city has an estimated population of 10 million residents.
But the aid group said providing humanitarian support was "almost impossible", amid airstrikes and artillery attacks.
Around 185 people have been killed and more than 1,800 injured since the fighting erupted on Saturday, according to the UN.