We have very very good evidence in favour of evolution. I find it very hard to believe that it is all a fabrication of sorts.
Not to mention, we OBSERVE evolution in our day to day lives!
For example:
Did you get a flu last year? And did you get one this year, again? Well, how on Earth?! You can only get one strain of disease ONCE, yet you clearly got the flu twice... Therefore, the only logical explanation is that the flu's strain signature CHANGED by EVOLVING (not by Magic, I can assure you that!), and your immune system had no immediate counter to it.