One survivor was pulled from the huge pile of rubble shortly after dawn, Kenya Red Cross said, some 10 hours after the building collapsed Friday night and as skies cleared after a night of ferocious storms.
"We have lost seven people after the house collapsed last night," Nairobi police chief Japheth Koome told AFP. "We have 121 others who have been rescued and taken to hospital."
Earthquake: Man dies as house collapses
Kenya Red Cross, who along with police and other rescue services continued to search the piles of crumbled concrete rubble, said a total of 150 households had been affected.
Two neighbouring buildings in the densely-populated and poor Huruma neighbourhood were declared unsafe on Saturday and are being evacuated.
Nairobi deputy Governor Jonathan Mueke, who visited the scene on Saturday morning, said an investigation would look into why the two-year old building collapsed.
"The building went down during the heavy rains, but we still want to establish if all the procedures were followed when it was constructed," he said.
The building collapsed at around 9:30 pm (1830 GMT) Friday following some of the heaviest downpours since the start of the rainy season.
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They have caused flooding and landslides in many areas of the city. Kenya Red Cross spokeswoman Arnolda Shiundu said the site had been "complete chaos" and teams were "still searching," assisted by a crane.
"We don't know how many people are under the rubble, but we fear there are still several of them," she said.
Pictures broadcast by local media showed soldiers, policemen and civilians searching through the rubble of the collapsed buildings for survivors.
Earlier Friday, a wall around a property collapsed due to flooding in another part of the city, killing at least three people, according to local media.
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Nairobi has been in the middle of a building boom for some years but the quality of materials used and speed of construction have sometimes been called into question.
The growing middle class has triggered an explosion in demand for housing and a rise in real estate prices in the east African capital.
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