Deep structure refers to the underlying syntactic structure of a sentence that conveys its core meaning, regardless of how that meaning is expressed through different surface structures. It plays a crucial role in understanding how sentences can have various forms while retaining similar semantic interpretations, linking closely to the concepts of syntactic trees and phrase structure grammar.