file extensions in URLs and Apache

When URLs don't specify a file extension, Apache is serving up a file anyway, e.g. if I have a file named "foo.bar", a request for "foo" will get the same as a request for "foo.bar". How do I stop Apache from doing this?

Turn off MultiViews.