A good barbell and weight set, some dumbells, and a basic bench can be had second-hand for well under $100 I think. Look for students selling old equipment at term end, weight-lifters outgrowing old sets and moving on, and spring cleaners.
I outgrew the meager set of dumbells I had very quickly. A sturdy barbell and a versatile set of plates would probably go farther.
Cost was also a prohibiting factor for me -- I didn't join a gym until several years after grad school. Ironically, a lot of trainers I've met eventually move back to a home gym because the gym they work at just doesn't fit their needs anymore.
John Stone has documented his
home gym progression very well and has pictures. Worth a read -- especially his comments about getting a sturdy and properly rated bench.