Peter Newland, an economist at Barclays, said the report "painted a soft picture of business demand" in the July-September quarter. He said the weakness had prompted him to trim his estimate for economic growth in the quarter from 2 percent down to 1.8 percent.
Durable goods are products expected to last at least three years. Orders can fluctuate sharply from month to month.
Demand is sharply lower this year, which has weakened manufacturing and hampered economic growth. High unemployment and low pay have kept consumers from spending. Businesses have held back on investing in machinery and equipment. And slower global growth has dampened demand for U.S. exports.
Economists are concerned that businesses could pull back further if Congress doesn't reach an agreement to avert steep tax hikes and government spending cuts scheduled to take effect in January.
There is some indication that U.S. factory activity could be improving. A closely watched survey from the Institute for Supply Management, said manufacturing grew in September for the first time in four months. It was buoyed by a jump in new orders.
Americans also boosted their spending at retail businesses in September, buying more cars, appliances and furniture. Stronger consumer spending could help offset declining demand from overseas.
Still, the decline in U.S. manufacturing has slowed job growth. Manufacturing employment dropped by 16,000 in September after falling by 22,000 in August.
The weak job market has been a key topic in this year's presidential election, which is down to its final days. Voters will have one final employment report to consider, which comes out four days before Election Day.
The economy is not growing fast enough to generate much hiring. Growth slowed to a tepid annual rate of 1.3 percent in the April-June quarter, down from 2 percent in the previous quarter. Most economists see growth staying at or below 2 percent in the second half of the year. The Commerce Department will issue its first estimate of growth in the July-September quarter on Friday.