We propose and experimentally demonstrate a new cooling mechanism leading to purification of a spinor Bose-Einstein Condensate (BEC). Our scheme starts with a BEC polarized in the lowest energy spin state. Spin excited states are thermally populated by lowering the single particle energy gap set by the magnetic field. Then these spin-excited thermal components are filtered out, which leads to an increase of the BEC fraction. We experimentally demonstrate such cooling for a spin 3 52 Cr dipolar BEC. Our scheme should be applicable to Na or Rb, with perspective to reach temperatures below 1 nK.PACS numbers: 37.10. De, 03.75.Mn,75.30.Sg In the last three decades, laser cooling and evaporative cooling have led to major advances in atomic and molecular physics, in particular in the fields of precision measurements, atomic clocks, and quantum degenerate gases [1,2]. Nowadays, the hope to study magnetic correlations of atoms in optical lattices [3,4], and the possible connections to exotic superconductivity are major motivations to obtain systems with lower entropies than currently available [5]. It is therefore important to find new ways to remove entropy in degenerate quantum Bose or Fermi gases loaded in optical lattices [6][7][8][9].In typical lattice experiments, atoms are first cooled by evaporative cooling, and then loaded in the periodic potential. Unfortunately, evaporative cooling ceases to be efficient when the temperature is significantly smaller than the interaction energy, which currently sets an ultimate limit for entropy [10]. A number of alternative cooling schemes have been suggested and studied [11][12][13][14][15][16] but up to now the best phase space densities are still due to evaporative cooling. Here, we propose to use the spin degrees of freedom to efficiently store and remove entropy in partially Bose-condensed gases to reach temperatures below the current limitations set by evaporative cooling.Our proposal starts with a sample polarized in the lowest energy spin state. We engineer a thermodynamic cycle (see fig. 1a)) wherein the magnetic field is first lowered to trigger depolarization of the gas, and the resultant spin-excited states are then filtered out of the trap. As shown in fig. 1c), this cycle reproduces a BEC polarized in the lowest energy state with an increased condensate fraction, provided the initial thermal fraction is low enough. The gain in phase space density directly follows from Bose statistics: as the condensate forms in the lowest energy single-particle spin state [17], spin filtering of the excited spin states obtained after depolarization introduces a loss which is specific to thermal atoms. At low magnetic field, spin filtering typically leads to a decrease of the thermal fraction, and hence of entropy, by a factor 52 Cr BEC forming only in ms = −3. Circles are experimental data, the solid line is result of bimodal fit, and the dashed line only fits thermal fractions. c) Purification of a 52 Cr BEC. After depolarization occurring at a B field of 1 mG, we measure the...