There are all kinds of accomodation available in namibia (Windhoek): Hotels,guest houses, apartments,flats, camping sites, and houses.
To some extent yes, it is hard to find accomodation if you intend to spend bellow the average price and if you would like to live in the town center, uptown, downtown.
Housing and rental prices varies a lot. Most of the accomodation are rented unfurnished and the price depends on the number of rooms, bathrooms, area, if the house has things like swimming pool, barbecue space etc. You can find the prices and more info. About the renting here
Fortunately you don't need much to rent. All you need is a copy of your passport, and your signature on the contract, and pay damage deposit.
My advice is to rent in areas as close to town as possible. Or rent in 'safe areas' such as pioneerspark, academia, hochland park, eros, klein windhoek, and olympia.
Read the contract carefully. Some contracts state that if you move out before the lease period the landlord shall keep the damage deposit.
Damage deposit : an amount of money that you pay before occupying the premises in case you damage the property it will be repaired with this money.