The 24-year-old Belgium striker, who arrived on loan from Chelsea in January, grabbed his sixth Bundesliga goal in seven games with an eye-catching back-heeled volley in the 24th minute from a corner.
Batshuayi also hit the woodwork at the start of the game as did team mate Maximilian Philipp late on.
The result strengthens BVB's top three chances.
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