@Genomax: Thank you very much for the reply, Yes the libraries were made for Illumina sequencing, I did remove the adapters and Re-Qced them with FastQC.
I did want to ask a follow up question regarding the QC. Is it possible that we might have leftover adapters presence even the FastQC is not showing them in the report and how much they might affect the mapping in this scenario or is it depends on the mapper I will select to map.