Rogers & Williams
Yor & Revuz
Stroock & Varadhan
There is also Doob's book on potential theory (with its probabilistic counterpart) which is very nice.
I would recommend Rogers and Williams and also (I have never read it) David Williams' book seems to be more easy going then the former. In either case take a look at them on google books before buying.