CreativeSynth is an innovative unified framework based on diffusion models, capable of coordinating multimodal inputs and handling multiple tasks. By combining multi-modal features with a custom attention mechanism, CreativeSynth enables the infusion of realistic semantic content into the artistic domain. It precisely manipulates image style and content through inversion and real-time style transfer, while maintaining the integrity of the original model parameters. Rigorous qualitative and quantitative evaluations highlight CreativeSynth's advantages in enhancing the fidelity of artistic images while preserving their inherent aesthetic essence. Bridging the gap between generative models and artistic essence, CreativeSynth becomes a customizable digital palette.