Do government interfere in false advertising?

That depends on the nature of the product and the nature of the ads. They will interfere if it puts the public health at risk, for example.

It also matters what jurisdiction you are in. Some governments tolerate it while others feel they have a need to protect the honesty of trade. Advocates of free markets may come down on either side of that debate.