Robert Brown discovered the nucleus in 1831 while studying orchid cells, not in mangrove, bamboo, or onion cells. This was a fundamental discovery in cell biology, leading to the naming of the nucleus as the cell's control center. Orchid cells were particularly suitable for observation due to their large, prominent nuclei.