I agree that the supply will increase long term, but power generation capacity tends to have a fair construction lead time and I would not be surprised if it lags demand as EVs scale out.
Most of the extra energy usage will come from cars charging at night when the demand is low. So there is no need to build new power stations, it will be sufficient to run the existing ones at full capacity at night.