Using a cycling gas challenge and independent component analysis (ICA), we improved the sensitivity and speed of existing oxygen enhanced MRI techniques to detect changes in oxygenation. Using ICA and adding a cycling gas challenge extends the sensitivity of OE‐MRI and allows the oxygenation status of tumours to be assessed in as little as six minutes.