@Russelkm I got that configuration from here: https://github.com/retropie/retropie-setup/wiki/Overclocking and it was the cause of my issue. As of now I'm back to using the default configuration settings.
Here is what I'm currently using (it's the default settings) and the scraper seems to be working fine:
#For more options and information see
#hdmi_safe=1
uncomment this if your display has a black border of unused pixels visible and your display can output without overscandisable_overscan=1
uncomment the following to adjust overscan. Use positive numbers if console goes off screen, and negative if there is too much border#overscan_left=16
#overscan_right=16
#overscan_top=16
#overscan_bottom=16
#framebuffer_width=1280
#framebuffer_height=720
#hdmi_force_hotplug=1
uncomment to force a specific HDMI mode (this will force VGA)#hdmi_group=1
#hdmi_mode=1
#hdmi_drive=2
uncomment to increase signal to HDMI, if you have interference, blanking, or no display#config_hdmi_boost=4
uncomment for composite PAL#sdtv_mode=2
#uncomment to overclock the arm. 700 MHz is the default.
#arm_freq=800
#dtparam=i2c_arm=on
#dtparam=i2s=on
#dtparam=spi=on
#dtoverlay=lirc-rpi
Additional overlays and parameters are documented /boot/overlays/README Enable audio (loads snd_bcm2835)dtparam=audio=on
#gpu_mem_256=128
#gpu_mem_512=256
#gpu_mem_1024=256
#overscan_scale=1
gpu_mem=320