You could use the regulated 12VDC supply from a PC power supply, but keep the amount of current in mind. 50W at 12 V = 4.16 A per lamp.
(V*A=W, W/V= 50/12 = 4.16 A) So a power supply with a 15 Amp 12VDC supply could only run three lamps. Plus, some PC power supplies don't like to run with imbalanced loads (they have complicated DC switching circuits inside) Early switchers wouldn't run at all with no or small loads on some supplies. If you had an original PC AT without a hard disk, it had a power resistor where the disk went so that the switcher would function properly. Remove the resistor and the computer wouldn't start...
So you'd be limited by the power supply for more than a few bulbs. You'd want a load below the rated output to keep things safe, too. But light bulbs don't need DC, and they don't need a regulated supply. Really all you need is a transformer. Just get one that has the VA rating that you need for all your lamps, plus a margin for safety. 12VAC transformers are plentiful, and not expensive, but you'll then need to do the
wiring yourself. And if you find a nice transformer, you can always get more than one and run the primaries in parallel (no need to parallel the secondaries, just split up the load appropriately).
-Mark