Massive multiple-input multiple-output (MIMO) is a key technology for 5G and 6G wireless communication systems.Generative diffusion models (GDM) have emerged as powerful generative AI models in various fields.This paper explores the potential applications of GDM in massive MIMO communications.A case study on near-field channel estimation demonstrates the promising potential of GDM for efficient channel information acquisition.