Personally I'd either just stick it back in the citric when it comes time to paint, or run over it with a wire wheel. The products I have seen that you can apply easily to prevent flash rusting will need to be removed, so it strikes me as as much work to use these and more expensive.

- looks like heat and a BFH as I don't have a press or a vice with enough capacity......
[And, yes, I'm still making clocks
]. I'll give it another go since it's easier than electrolysis or ultrasonic cleaner. A kettle of boiling water will go in with it.