If your email provider gives you control of its spam options, you can make them more strict. Be aware that you might also lose some legitimate messages, so be sure to check your spam box often.
Spam is very difficult to ... someone into giving out information over email is called ‘phishing’. You might receive an email claiming to be from your bank or from a social networking site.