Making a simple transistor shouldn't be too difficult. Of course, the problem is that the lithography and other optical equipment needed to make ICs that can actually do anything are not only expensive, they're also huge and consume a lot of electricity.

Incidentally, garage transistor would be an excellent name for a rock band.