And, it depends greatly on what you're referring to when you use the term "infrared." Various polycarbonates and acetates are quite transmissive in the NIR, e.g., between 0.8 um and 2 um, and there are plastics, such as those found covering thermal motion sensors that are relatively transmissive in the 8-12 um regime.
TTFN