I'm a beginner of bioinformatics and recently I got some FastQC report when QC my RNA-seq data, but I can't understand the odd situations showing below.
Do not trim "head" of the reads .. unless these are known to be some sort of inline barcodes. @James has already referred to the possible cause where we see this pattern. See this post for additional information.
If you're referring to the per base sequence content of the first 10 bases. This looks like insertion bias from the Nextera kit used to prepare sequencing libraries. Do you know what kit was used for sequencing? If it was a Nextera kit, you only need to worry about removing Nextera adapters.
I don't know... The second and third graph look a bit too strongly biased to be "just" nextera bias, in my opinion. Hard to say without further information on the library...
I think you need to find out what causes the bias. If it is Nextera bias, I agree with James, that you should not trim them. If it is something else, like a primer sequence, it might be advisable to remove it...
It seems to be adapter contamination to me.