1. Visit this page
2. Scroll to the bottom section "Privacy and Terms of Service"
3. Click the blue text "Delete Your Account"
4. On the next screen, select the "Yes, please delete my RunKeeper account" link
If already logged-in, visit this link to fully delete your account: http://runkeeper.com/I-Love-RunKeeper.