It is always going to sound like 'Re' but you will never know if the intention was to be 'Le' or indeed 'Re' because 'Le' does not exist, so it's replaced with 'Re' in japanese. Like 'love' (the english word) is typically written as 'rabu' to sound like something near it.
(Japanese speakers, is this an accurate explanation?)