I had injecting only 20 ul of the extract.
I wanted to say, reduce the concentration of your extract. Suppose the concentration of sample (from which you are injecting 20ul) is 10 mg/ml i.e. 10 mg of your extract in 1 ml of solvent. Reduce its concentration to 5mg/ml.
do you think thas using DMSO to solubilise the extract is a problem?
If possible, dissolve your extract in the mobile phase solvents you are using.
Try by replacing DMSO with any suitable solvent, if mobile phase solvents not working in solubilising.