"The crew and passengers were killed," US Army Colonel Brian Tribus said, noting that five civilian contractors were also on the plane.
The crash occurred at about midnight local time this morning (1930 GMT).
The contractors had been working for "Resolute Support," the NATO-led training mission.
The C-130 Hercules is a cargo plane built by Lockheed Martin. It is powered by four turboprop engines and is used extensively by the military to ship troops and heavy gear.
Jalalabad is in eastern Afghanistan near the border with Pakistan.
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