By 1890 Neumann had tired of the legal wrangling about ownership of his farms and was in East Africa needing funds to outfit an elephant-hunting expedition.
At the end of 1890 Neumann was part of an expedition by Sir William Mackinnon's chartered company to reconnoitered a proposed railway route to Lake Victoria.