We have lived in a slab home for over 6 years and this has happened ever since we moved in. We had our septic tank pumped this summer thinking that would fix the problem. What can we do?

Sounds more like a vent stack problem than a tank problem. Your stack needs rodding from the roof. Use enough sewer rodder to reach roof to basement floor plus 20'