Missing Evidence

We think science is based on facts and evidence. But from gravity to dark matter, string theory to parallel universes, its theories are curiously bereft of hard evidence. Is evidence less important than we think and conjecture alone capable of leading to greater understanding?  Or has science dangerously drifted into fantasy?