Iron would be a good guess as to what you are missing based on your observed symptoms.
Are you fertilizing at all? If you are, and you still have this issue then you may want to check your soil pH as non-neutral pH can cause nutrient-uptake issues. If you have not been regularly fertilizing, then this could just mean you need a good, complete, fertilizer application - and not necessarily one with an over-abundance of iron.
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