Traders work on the floor of the New York Stock Exchange.

If bulls are going to take back control of the stock market this earnings season, it may take until Tax Day.

Equities have been bruised in March, with major stock indexes in decline, and, if history is a guide, the beginning of April may not prove much better. Yet, April itself has been the market's best-performing month of the year, going back half a century.