It’s impossible to give a definitive answer to this question because it depends on the temperature. Mosquito eggs can only hatch when temperatures reach a consistent 50 degrees F.
Once this threshold is reached, the start of mosquito season begins as they feed and reproduce. Here in Central TN, this typically means early March. This is when to start preparing for the mosquito-heavy months ahead, which will peak in summer and linger through autumn.