The Collaborative International Dictionary of English v.0.48:

Desulphurate \De*sul"phu*rate\, v. t. [imp. & p. p.
   Desulphurated; p. pr. & vb. n. Desulphurating.]
   To deprive of sulphur.
   [1913 Webster]