Perlite is about £20 for 100litres - if you substitute it for the gravel, it'll half the weight of the concrete.
It will also reduce the strength, but double the cement amount will counter that.
<edit gaz1 sort of beat me to it!>
Make sure you use a good mould release agent. Rubber and concrete stick together very well - especially if you don't want them to!