Hi,
No, you do not need to pay LTCG tax provided you will be investing entire capital gain amount in new property.
So, you can take the benefit of capital gain tax exemption under section 54.
In case entire capital gains are not invested – the amount not invested is charged to tax as long-term capital gains.