A mortgage involves two parties: the borrower and the lender.
On the other hand, a trust deed involves at least three parties: the borrower, the lender and a trustee who holds the legal title for the property.
Ultimately, both a mortgage and a trust deed serve the same purpose, which is to secure a real estate transaction. Some States use a mortgage while other use a trust deed.