Photons are massless particles that travel at the speed of light, which is not infinite despite their zero rest mass. The discussion highlights the confusion surrounding the application of Newton's second law (F=ma) to relativistic contexts, emphasizing that it doesn't apply to massless particles like photons. Instead, the momentum of a photon is described by relativistic equations, which incorporate its energy and momentum without assigning it rest mass. The conversation also touches on the concept of relativistic mass and the differing terminology used by physicists, which contributes to misunderstandings. Ultimately, photons are emitted with a specific momentum and do not require a force to accelerate since they always exist at light speed.