I think you might be closer to your pepper identification. It looks like a breed of Datura to me, but I could be wrong, as I am not familiar with southwest plants. The leaves and the trumpet-shape of those blossoms say datura to me. If this is the case, or if it is related, it is a member of the nightshade family just like peppers are. I would rip it out.
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