The USPS tends to stop selling stamps a year or two after they're issued. It's okay though: if you're starting out collecting US issues and need to fill older spaces, you can find much better deals on the secondary market, anyway.
Consider discount postage lots, for example. Most older US issues can be found MNH for around 70% of face in postage lots, sometimes even lower. The downside is you'll have to buy in quantity to get that kind of discount, and you'll usually wind up with a lot of duplicates. If you're in the US you can always use the surplus as postage at full face. If you send a lot of mail, or can sell or trade the duplicates you get, that may be much cheaper than other options.
Sometimes you find sellers (usually on
ebay) selling all different postage lots. You'll usually pay more like 90-100% of face for lots like those, but the lack of duplication is a plus.
There are some issues that rarely or never turn up in postage lots -- press sheets, imperfs, some of the souvenir sheets, etc. -- if those are desired you should talk to a local dealer. You might even find a nearby dealer willing to sell year sets at face value; they're buying massive lots at half face or less, they can afford it.