Brent North Sea crude for December dropped seven cents to stand at USD 86.15 per barrel in late morning London deals.
US benchmark West Texas Intermediate for December delivery sank 70 cents to USD 81.79 a barrel compared with yesterday's close.
"Oil prices rolled over again thanks to a stronger dollar and oil inventories much higher than expected," said analyst Jasper Lawler.
"WTI ... Could now be headed back down to USD 80," he added.
That was more than double market expectations for a gain of 3.1 million barrels, according to analysts polled by Dow Jones Newswires.
"Although this was somewhat smaller than the previous week's 8.9 million-barrel build, it was still much larger than ... Expected," said Forex.Com analyst Fawad Razaqzada.
Rising US stockpiles can weigh on oil prices because they tend to indicate weakening demand.
The DoE added that stocks of distillates, including heating fuel, rose one million barrels, confounding forecasts for a sharp drop of 1.5 million barrels.
Crude futures had risen in earlier deals on Wednesday as traders eyed recent upbeat Chinese data.
However, oversupply and lingering concerns about demand in key markets are keeping prices close to recent lows.
The oil market had fallen heavily last week, striking multi-year low points on demand fears in the face of mounting global economic worries.
Crude futures have since recovered somewhat, aided by stronger-than-expected Chinese economic growth and oil demand data.
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