Some common mistakes to avoid when creating Google Display Ads include using poorly designed visuals, choosing irrelevant targeting options, creating complicated ad copy, providing a poor landing page experience, and inadequately monitoring and optimizing your campaign. By avoiding these mistakes and focusing on creating high-quality, relevant ads, you can achieve better results and reach your target audience effectively.