Inhibitory neurotransmitters are chemicals in the brain that decrease the likelihood of a neuron firing an action potential, thereby reducing neural activity and promoting balance in brain function. They play a crucial role in regulating mood, sleep, and anxiety by counteracting excitatory neurotransmitters and maintaining homeostasis in the nervous system.