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No train, might be possible by bus but take ages. Use skyscanner.net for cheap European plane tickets, looks like TAP is the only option if you want a direct flight.
I you don't want to go up to Madrid, you may take a train to Sevilla or Huelva and go on from there by bus, either up to Lisboa or up to Tavira from where you can continue to Lisboa by train.