The planes were inside a contractor's hangar near the US Navy air facility in Atsugi, west of Tokyo, the Pacific Stars and Stripes said in its online edition, citing a US Naval spokeswoman.
A US Orion and six P-3 variants from the Japanese defence forces brought in for repairs or checks were also there.
The 550-foot long hangar with an ageing 50-foot-high roof collapsed under snow, damaging most of the Japanese planes as well, the daily said, without saying the exact date of the incident.
Tokyo and its vicinity on the Pacific board are not used to heavy snow storms.
Japan's major non-life insurers have estimated the total damage caused by the heavy snow at roughly USD 600 million or more after many garages and house roofs collapsed under the weight of snow and motor vehicles were involved in accidents on slippery roads.