What does Security Issues report says in Google Webmasters Tools?
- Do you use some anti-spam plugin?
- Download your entire website content to local drive and compare all the files with some backup, just to make sure your site was not hacked and compromised.
- Also, make sure your computer is not compromised, check with some anti-virus tool. Also, check from other computers/devices.