Use the Space Between Sentences control to choose between one or two spaces, or to tell Word not to check. The same submenu also allows you to wage war against the Oxford comma, if you so choose.

Word’s automatic spelling and grammar checker will now flag anything other than one space after a period as wrong, that red squiggly line declaring double-spacing between sentences grammatically ...