It looks like it is possible to get to this and back by train..... but please research yourself and don't reply on me, but.....
Plenty of trains in the morning to Paddington from Didcot
1.06pm to Stevenage from King's X
6.01pm to Kings X from Stevenage
8.22pm to Didcot from Paddington