Explain that you're not comfortable providing your current supervisor at this time because you don't want to mess up your current gig. Provide other supervisory references (previous jobs or people that supervised you but have moved to another employer).
If they're a good employer they'll understand. If they don't I'd question whether the job is worth it.
Source: I work in HR and this comes up all the time.
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