Must be stripped bare. Powder is electristatically applied, and basically melts into the pores of the metal when it's baked. Even if you got enough to hang around over small areas of paint, it wouldn't adhere and would chip off very quickly. Plus there's a chance that the any remaining paint could bubble in the oven.
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Tom
"It hurts so good..."