This could happen for 1 of 3 reasons:
If you think it's not the network connection, and your anti-virus is fine (or you don't have one), it could quite possibly be option number 3. In that case, you might want to try and delete Chrome and re-install it. You can also try running the Google Malware Cleanup tool from https://www.google.com/chrome/cleanup-tool/