If you don't want the user to be able to edit a row, then it doesn't make any sense to have an "Edit" button.
But, if you want to cancel the edit, you just need to set
e.Cancel = true
:
protected void GridView_RowEditing(object sender, GridViewEditEventArgs e)
{
e.Cancel = true;
}