Moving out of the paid off PPOR and turning into an IP does not entitle deduction of mortgage interest.
What you have used to borrowed money for determines interest deductibility.
This purpose is not restricted to intial purpose.
If you sell some of your financed investments and do not repay the loan with the proceeds, then the purpose is deemed to have changed to that extent.
Cheers,
Rob