The Collaborative International Dictionary of English v.0.48:

Oilman \Oil"man\, n.; pl. Oilmen.
   1. One who deals in oils; formerly, one who dealt in oils and
      pickles.
      [1913 Webster]

   2. A person working in the petroleum industry, esp. an oil
      company executive.
      [PJC]