In Standard Mandarin pronunciation, er is definitely pronounced like "arr". If you don't believe me, listen to the pronunciation given by Google Translate.
https://translate.google.com/#zh-CN/en/%E4%BA%8C
There might be some regional accents which pronounce it more like "err", but "arr" is the standard pronunciation.