More properly known as Fowler's Modern English Usage, this work, published by OUP, is a comprehensive guide to English usage, grammar, and misused words. Now in its third edition, Fowler's is a particularly good book and is worth buying, even though it is no longer edited by the late Fowler.
Additionally, if you see the first edition of Fowler's, you should buy that as well, if only for comedy value as many of the usages given in the first edition are now obsolete.