Warren Buffett's investment philosophy emphasizes buying quality companies at bargain prices during financial downturns when fear grips markets. His strategy, exemplified by Berkshire Hathaway's actions during the 2008 crisis, involves deploying capital when others are selling, a method that has historically led to significant wealth accumulation.