That is called 'intrusive r' and it's most notably an RP phenomenon, although not all RP speakers do this. Also, some speakers of American English (mostly in the north-east part of the States), Australian English and New Zealand English do have the 'intrusive r' as well.
At least, if your aiming towards a British pronunciation, namely RP, it is up to you if you do it (I don't do it).