The mineral essential for oxygen transport in the blood is iron. Iron is a key component of hemoglobin, the protein in red blood cells that binds to oxygen in the lungs and carries it to tissues throughout the body. Adequate iron levels are crucial for maintaining proper oxygenation, energy production, and overall cellular function, with deficiencies leading to conditions such as anemia.