Yes Aditi you can apply this year according to the past rules of PMSSS students who passed 12th last year, this year, and who have not benefitted from PMSSS before. As you mentioned you did not receive any scholarship from PMSSS thus you are eligible to apply for PMSSS this year.
I wish you get a good college and the best of luck for your future too.