In Monopoly, Can I mortgage the property I land on in order raise sufficient funds for its purchase?
From the rules you posted link to.  


  The player who mortgages property
  retains possession of it and no other player may secure it
  by lifting the mortgage from the Bank.


If a player retains possession, they must have possession of it in first place.  So it can't be mortgaged before purchase.