"This is a difficult market and that means we need to circle the wagons around stocks with big dividends, especially defensive dividend names that don’t need a healthy economy for business to be good," Cramer said Thursday. "And thanks to the across the board beating we’ve taken in recent weeks, there are now a lot of companies with higher yields because their stocks have been pushed relentlessly lower."

Take big pharma, for example. Cramer noted Merck , Eli Lilly , Sanofi-Aventis , GlaxoSmithKline and AstraZeneca are all yielding more than 5 percent. The best yielder to buy, though, is Sanofi. With headquarters in France, its stock has been hammered lately. The stock fell 7.4 percent on Wednesday, as the French stock market tumbled thanks to rumors that a few big French financials might be in trouble, Cramer said.