DON'T use solvent on carpet tiles if you are new to carpet cleaning, you will over do it and break down the bitumen backing.
It sounds like a dirt, probably attached by a residue collecting spotter, used previously, keep flushing through and eventually you should get it clean. Tiles can take a lot more cleaning the your average carpet.