Cold wallets enhance cryptocurrency security by maintaining a strict separation between private keys and the internet. These wallets store private keys in a trusted offline environment, ensuring they never come into contact with online systems. Transactions are signed offline and then broadcast through an untrusted online network, safeguarding the keys from potential cyber threats.