In web security, the acronym CSRF stands for Cross-Site Request Forgery. This type of attack tricks users into executing unwanted actions on a web application in which they are authenticated. By exploiting the trust a site has in the user's browser, CSRF can compromise security without the user's knowledge, emphasizing the importance of implementing security measures such as anti-CSRF tokens.