For the record: this is no longer an issue since Brave went full-Chromium (starting from version 0.57). I can now pass instructions to the WebDriver by initializing it using the code snippet included in the question.
Nevertheless, be sure to check that your ChromeDriver version is compatible with your Brave Browser version.
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