To uninstall a component in Joomla, go to the Extension->Manage->Manage section, select the component from the list, and click the Uninstall button at the top to remove it after confirming permission. This allows users to easily remove a previous installation on the Joomla platform by selecting and uninstalling the extension they wish to remove.