Your clients are looking to save some money, as a cleaner, your services are not essential to them but more.... as and when it suits. This Im afraid is how they view your service. Take it on the chinsky. Find more work to fill the gaps full of clients who can easily afford you.
There are lots out there to snap up, even in todays climate, dont go overboard with pricing, you will be back to square one.