Taxation depends on the holding period. If you redeem your Debt Mutual Fund units before the completing of the three years, then Short-term Capital Gains Tax is levied.
If you redeem after holding the investment for three years, the Long-term Capital Gains tax is payable with the benefit of indexation. Indexation reduces capital gains by factoring in the effect of inflation for the period.