No taxes for NRIs on capital gains earned on Indian mutual funds?

Hi,

If the NRI is residing in a country with which India has a DTAA (like UAE), in that case are capital gains from Mutual funds still taxable in India ? Can we claim refund for the TDS that might have already been deducted at source. Any specific steps / forms to use for this.

Thanks.