It takes under 8 months to get permits and build homes end-to-end in parts of the US. It taking years is a local problem. As long as demand runs much higher than supply, prices will keep growing.
Usually places with no regulation look a lot like Houston TX.
Do you know the situation depicted from the movie "Up" where there's a house surrounded by parking lots of malls and stuff? That's what low regulation building gets you. I'm not talking about NIMBYs, I'm talking about lax zoning laws.