According to Milk Road, traders do not need to pay taxes on their cryptocurrency holdings if no profit is realized. This highlights the importance of tracking profits and losses for accurate tax reporting. Proper documentation of trades can ensure compliance with tax regulations, impacting trading strategies by potentially deferring tax liabilities when no profit is made.