It has been conjectured that the edge domination number of the grid graph, denoted by , is when . Our main result gives support for this conjecture by proving that , when . We furthermore show that the conjecture holds when is a multiple of three and also when . Despite this support for the conjecture, our proofs lead us to believe that the conjecture may be false when and are large enough and is not a multiple of three. We state a new conjecture for the values of .