As long as the servlet knows how to decrypt them, sure, you can encrypt them. But what are you trying to protect, and from whom? Transport security would be better achieved by using HTTPS.
As suggested by earlier posts, you can use POST method which will submit all the parameters on your form without passing it in URL. But make sure you have the appropriate method implemented in you servlet (doPost()). Hope this helps!