He began painting at an early age and went on to study art at in Patna and then Delhi college of arts and crafts. His approach at the time was to render very fine, largely monochromatic forms. However, with a partial loss of sight, his works became excessively colourful and tactile. His series in dry pastel on paper displays a command over line and colour, capturing the strokes and energy of a maestro. His primary concern is the environment and the spirituality attached to it. Stylized depictions of trees, water bodies and divine figures like Christ and Buddha, dominate his artwork. Very often the forms emerge out of a labyrinth of strokes and forms. Bipin Kumar is yet to scale the zenith of his career as an artist and has an immense growth potential.