The owners were "interested only in profiting from sensationalism," the China Daily reported one official said.
Due to open in Chongqing in October, Love Land was to have included displays of giant genitalia, naked bodies and an exhibition on the history of sex.
The park was set to offer workshops on sex technique and safe-sex methods.
But the plans left Chongqing officials red-faced, correspondents say.
The officials called the planned park "vulgar, ill-minded and misleading", said China Daily.
"Sex is a taboo subject in China but people really need to have more access to information about it," the park's manager, Lu Xiaoqing told the China Daily state newspaper before the park was demolished.
"We are building the park for the good of the public. I have found that the majority of people support my idea, but I have to pay attention and not make the park look vulgar and nasty."
Among the attractions had been a giant rotating statue of the lower part of a nearly naked woman.
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