The major problem is described at that website:
As an example, a typical domestic solar electricity system, with an installation size of 2.7 kWp could earn around:
£990 per year from the Generation Tariff
£40 per year from the Export Tariff
£140 per year reduction in current electricity bills.
Without the FIT (generation tariff), the system will save nothing.
To get the FIT, the system must be MCS certified and installed by an MCS installer - so DIY is out of the question.
Becoming MCS certified is very expensive and will be a complete waste of money, considering that April 2012 is less than a year away.
Even with the FIT, it assumes you will be living at the same property for the next 25 years, every part of the system works for 25 years with no repairs or maintenance, the actual output is what the suppliers claim, your roof doesn't need any repair or replacement in the next 25 years, you live in an area where hail never falls, there are no birds, and the sun shines for 14 hours every day of the year.
Even if all that somehow miraculously happened, it will still be over 10 years before you even recover the initial cost of the system. Just like pyramid scams and get rich quick schemes, it promises so much and delivers so little.
If that wasn't clear enough, perhaps this will explain it more clearly: