RF-HOI is the first framework that recognizes Human-Object Interactions (HOI) using only radio frequency signals. It fuses mmWave radar and RFID for simultaneous action recognition and target object identification, and uses a physics-based simulator to synthesize multimodal RF data at scale, approaching vision-model performance while preserving privacy.