The difference between tubes and basic transistor amps is very noticeable if you know what to listen for, especially when they're used at volumes loud enough to cause distortion, and this is definitely measurable scientifically.

Some people do like the fuzzier, "warmer" sound (the hum is part of that) that tubes have.