Test programs are just perl programs, run them with perl:

perl -d -Ilib t/mytest.t

This is the same as running prove verbose, but don't get mixed up and try perl -d -Ilib t/*.t, perl won't glob those files like prove, it will only run the first test and pass the rest as parameters.
(formatting update)