I am going to take a distribution from my retirement to help pay the down payment on a new home. Is there any way I can be taxed at a lower rate if for a home? I am 60.

I am rolling the profit from the sale of our old house into the new house so it doesn't get taxed. Is there also a provision for lower tax rate on a retirement distribution if it is also for just buying your next home which is like an investment for retirement?