Using blastdbcmd from BLAST+ package:

$ blastdbcmd -db nr -taxids "4932" -outfmt %f | grep ">" 
>CAI4239086.1 AMM_1a_G0000650.mRNA.1.CDS.1 [Saccharomyces cerevisiae] >CAI6471640.1 AMM_1a_G0000650.mRNA.1.CDS.1 [Saccharomyces cerevisiae]
>CAI6490012.1 ANM_collapsed_G0002730.mRNA.1.CDS.1 [Saccharomyces cerevisiae]
>CAI4833384.1 CEI_1a_G0054260.mRNA.1.CDS.1 [Saccharomyces cerevisiae] >CAI7479578.1 CEI_1a_G0054260.mRNA.1.CDS.1 [Saccharomyces cerevisiae]
>CAI4413312.1 AEG_G0014060.mRNA.1.CDS.1 [Saccharomyces cerevisiae] >CAI6616728.1 AEG_G0014060.mRNA.1.CDS.1 [Saccharomyces cerevisiae]
>PTN39234.1 flocculin FLO1 [Saccharomyces cerevisiae] >CAI4432116.1 AIC_G0016520.mRNA.1.CDS.1 [Saccharomyces cerevisiae] >CAI6639197.1 AIC_G0016520.mRNA.1.CDS.1 [Saccharomyces cerevisiae]

This may or may not work on your specific fungus if the TaxID is not available.

Redirect to a file to get the sequences

$ blastdbcmd -db nr -taxids "4932" -outfmt %f > sequence.fa

nr.gz is just a compressed FASTA file, even though it does not have the ".fasta" extension.
Hence, decompress it and then use any of the methods described here Extract fasta sequences from a file using a list in another file.