To recognize a new Spring Boot project in your IDE and get the blue icon, locate its pom.xml file. Right-click on it, and from the context menu, choose "Add as Maven Project." This action tells your IDE to import the project as a Maven module, enabling it to correctly identify it as a Spring Boot application and manage its dependencies.