Why Don't People "Trust The Science?" Because Scientists Are Often Caught Lying
They probably lie less than the average Joe. When a scientist is discovered to have produced crappy science, it costs them future opportunities at being published and ultimately their career.
When an average Joe lies, their friends call them names and then buy another round of drinks and move on.