Yes, haggling with a private seller can help you get the best possible deal. Most of our advice for negotiating with a salesperson also applies here (although warranties, optional extras and finance plans are usually off the table).
When negotiating with a private seller, start low with an intention to raise your offer. Try to meet the seller in the middle if they are not happy with your initial offer.