Putting it on thicker wont keep it on better mate - Fallacy

A good prepped surface and blasted/keyed is the best.

Hammerite becomes very hard in service, and will chip off easily.
If you stick it straight on top of layered rust, on a caliper .. Dont expect it to stay there for long!
One thin coat followed by another seems the beast way .. or use primer.