Thank you for your help all.
I have managed to make this work, after I have found some examples in the android samples.
here is the code:
textView.setText(Html.fromHtml(
"<b>text3:</b> Text with a " +
"<a href=\"http://www.google.com\">link</a> " +
"created in the Java source code using HTML."));
textView.setMovementMethod(LinkMovementMethod.getInstance());
Hope this help others…